Feature Selection¶

This '.ipynb' file contains three main methods for feature selection:

  • Feature reduction (Many techniques)
  • PCA (Standalone)
  • Research Features

Al of these methods wil have agressive feature reduction to reduce the total feature count of a litte over 32000 down to a manageble count around 10 - 25 features, valuable for training. This wil be done trough various methods:

  • Keeping Target Clinical Feature
  • Fracting Thresholding
  • Variance Thresholding
  • Correlation Thresholding
  • Lasso Regression
  • KBest Selection
  • PCA Reduction
  • Research Findings

By aplying al of these feature reducing methods whe hope to reduce the total feature count and still keep valuable features that could server for a wel performing model.

Some extra filtering and categorising is applies to the dataset, to have the set be fully ready for training and evaluation:

  • Dropping duplicates
  • Dropping NaN values
  • Dropping Mixed Data types

1. Understanding the dataset¶

The preprocessed dataset is loaded in, and two small functions are defined to retrieve the clinical and gene columns respectably. Some general information is printed to the screen to get a sense of the scale and size of the dataset. Next to this, a small graph is plotted to view the distribution of the histology types.

In [1406]:
from matplotlib import pyplot as plt
import pandas as pd

# Loading the preprocessed dataset
dataFrame: pd.DataFrame = pd.read_csv('./DatasetParser/Dataset/ProcessedFiles/merged_data.csv', low_memory=False)

# Filtering the feature columns by a specific prefix to isolate gene expression data
def getGeneColumns() -> list[str]:
    return [col for col in dataFrame.columns if 'unstranded' in col]

# Al the non-gene columns are considered clinical columns
def getClinicalColumns() -> list[str]:
    geneColumns: set[str] = set(getGeneColumns())
    return [col for col in dataFrame.columns if col not in geneColumns]

# Defining the two different types of feature columns
geneColumns: list[str] = getGeneColumns()
allClinicalColumns: list[str] = getClinicalColumns()

# Displaying gene, clinical and total column counts
print(f"Gene columns ({len(geneColumns)}): {geneColumns}")
print(f"Clinical columns ({len(allClinicalColumns)}): {allClinicalColumns}")
print(f"Total columns in the dataset: {len(dataFrame.columns)}")

# Displaying the row count of the dataset
print(f"\nTotal rows in the dataset: {len(dataFrame)}")

# The target feature for model evaluation
targetColumn: str = 'icd_o_3_histology'

# Defining the clinical columns to be retained
clinicalColumns: list[str] = [targetColumn]
Gene columns (16882): ['LINC01587_tpm_unstranded', 'AC000061.1_tpm_unstranded', 'AC016026.1_tpm_unstranded', 'IGF2-AS_tpm_unstranded', 'RRN3P2_tpm_unstranded', 'AC087235.1_tpm_unstranded', 'DLEU2L_tpm_unstranded', 'PINK1-AS_tpm_unstranded', 'SPART-AS1_tpm_unstranded', 'LINC00544_tpm_unstranded', 'KIAA0087_tpm_unstranded', 'AC105760.1_tpm_unstranded', 'MYRF-AS1_tpm_unstranded', 'MIR9-1HG_tpm_unstranded', 'LINC00029_tpm_unstranded', 'FAM182A_tpm_unstranded', 'LINC02871_tpm_unstranded', 'C22orf24_tpm_unstranded', 'TTTY1B_tpm_unstranded', 'TTTY1_tpm_unstranded', 'H19_tpm_unstranded', 'TTTY9B_tpm_unstranded', 'AC091132.1_tpm_unstranded', 'TTTY6_tpm_unstranded', 'TTTY6B_tpm_unstranded', 'LINC00470_tpm_unstranded', 'AL139352.1_tpm_unstranded', 'C7orf69_tpm_unstranded', 'AL355922.1_tpm_unstranded', 'AC027088.1_tpm_unstranded', 'AC062028.1_tpm_unstranded', 'CCDC39_tpm_unstranded', 'LINC01558_tpm_unstranded', 'LINC00525_tpm_unstranded', 'TTTY7_tpm_unstranded', 'TTTY7B_tpm_unstranded', 'SCP2D1-AS1_tpm_unstranded', 'LINC00266-1_tpm_unstranded', 'AL136982.1_tpm_unstranded', 'PART1_tpm_unstranded', 'LINC00467_tpm_unstranded', 'ZFHX2-AS1_tpm_unstranded', 'TUBA3FP_tpm_unstranded', 'C1orf147_tpm_unstranded', 'OBSCN-AS1_tpm_unstranded', 'LINC01931_tpm_unstranded', 'CCDC140_tpm_unstranded', 'LINC01116_tpm_unstranded', 'SNHG16_tpm_unstranded', 'IGF2BP2-AS1_tpm_unstranded', 'LINC01600_tpm_unstranded', 'SMAD5-AS1_tpm_unstranded', 'ZNF22-AS1_tpm_unstranded', 'ZNF667-AS1_tpm_unstranded', 'MIR202HG_tpm_unstranded', 'AL357033.1_tpm_unstranded', 'LINC00905_tpm_unstranded', 'AC090152.1_tpm_unstranded', 'TMEM99_tpm_unstranded', 'LINC00917_tpm_unstranded', 'LINC01620_tpm_unstranded', 'AL512625.1_tpm_unstranded', 'TPT1-AS1_tpm_unstranded', 'LINC00208_tpm_unstranded', 'SHANK2-AS3_tpm_unstranded', 'MIR31HG_tpm_unstranded', 'C11orf40_tpm_unstranded', 'PRSS30P_tpm_unstranded', 'MIR4435-2HG_tpm_unstranded', 'DELEC1_tpm_unstranded', 'CCDC13-AS1_tpm_unstranded', 'AC008080.1_tpm_unstranded', 'AC020659.1_tpm_unstranded', 'DIRC1_tpm_unstranded', 'SNHG11_tpm_unstranded', 'MIR1-1HG-AS1_tpm_unstranded', 'MIR1-1HG_tpm_unstranded', 'GRIK1-AS1_tpm_unstranded', 'SNHG29_tpm_unstranded', 'TMEM51-AS1_tpm_unstranded', 'FAM182B_tpm_unstranded', 'AC007601.1_tpm_unstranded', 'LINC00476_tpm_unstranded', 'LINC02873_tpm_unstranded', 'C15orf54_tpm_unstranded', 'LINC01106_tpm_unstranded', 'ZBTB44-DT_tpm_unstranded', 'LINC02694_tpm_unstranded', 'LINC02880_tpm_unstranded', 'DLEU1_tpm_unstranded', 'RPP38-DT_tpm_unstranded', 'AL138899.1_tpm_unstranded', 'AC104129.1_tpm_unstranded', 'AL033381.1_tpm_unstranded', 'AC008969.1_tpm_unstranded', 'C14orf177_tpm_unstranded', 'C20orf197_tpm_unstranded', 'TTTY14_tpm_unstranded', 'C15orf56_tpm_unstranded', 'LINC00303_tpm_unstranded', 'MIR7-3HG_tpm_unstranded', 'AL358781.1_tpm_unstranded', 'TYMSOS_tpm_unstranded', 'AP000679.1_tpm_unstranded', 'IRAG1-AS1_tpm_unstranded', 'PRDM16-DT_tpm_unstranded', 'LINC01561_tpm_unstranded', 'C8orf31_tpm_unstranded', 'DLGAP1-AS1_tpm_unstranded', 'LINC00469_tpm_unstranded', 'FLJ13224_tpm_unstranded', 'FLJ40194_tpm_unstranded', 'NINJ2-AS1_tpm_unstranded', 'ZFAS1_tpm_unstranded', 'C1orf167-AS1_tpm_unstranded', 'AL355390.1_tpm_unstranded', 'CASC2_tpm_unstranded', 'AC011944.1_tpm_unstranded', 'AC105206.1_tpm_unstranded', 'AC025171.1_tpm_unstranded', 'FAM87B_tpm_unstranded', 'AL162595.1_tpm_unstranded', 'TMEM78_tpm_unstranded', 'TENM3-AS1_tpm_unstranded', 'ZNRF3-AS1_tpm_unstranded', 'AL161668.1_tpm_unstranded', 'FAM27E5_tpm_unstranded', 'C9orf62_tpm_unstranded', 'FAM230I_tpm_unstranded', 'AC068473.1_tpm_unstranded', 'LINC00314_tpm_unstranded', 'C5orf64_tpm_unstranded', 'LMO7DN_tpm_unstranded', 'ADORA2A-AS1_tpm_unstranded', 'LINC00324_tpm_unstranded', 'AC245177.1_tpm_unstranded', 'AC020907.1_tpm_unstranded', 'C9orf106_tpm_unstranded', 'LINC00670_tpm_unstranded', 'MTUS2-AS1_tpm_unstranded', 'LINC00311_tpm_unstranded', 'AL162457.1_tpm_unstranded', 'LINC00174_tpm_unstranded', 'IL6-AS1_tpm_unstranded', 'SLC24A3-AS1_tpm_unstranded', 'LINC01699_tpm_unstranded', 'EIF3J-DT_tpm_unstranded', 'AP003471.1_tpm_unstranded', 'LINC00305_tpm_unstranded', 'FLJ37453_tpm_unstranded', 'AC135776.1_tpm_unstranded', 'PCBP1-AS1_tpm_unstranded', 'PIK3CD-AS1_tpm_unstranded', 'LINC00652_tpm_unstranded', 'LINC02870_tpm_unstranded', 'ACTA2-AS1_tpm_unstranded', 'PRNT_tpm_unstranded', 'LINC00304_tpm_unstranded', 'AC022148.1_tpm_unstranded', 'PRR26_tpm_unstranded', 'C9orf139_tpm_unstranded', 'LINC02363_tpm_unstranded', 'WDFY3-AS2_tpm_unstranded', 'CSNK1G2-AS1_tpm_unstranded', 'LINC01559_tpm_unstranded', 'LINC01555_tpm_unstranded', 'LINC02878_tpm_unstranded', 'AC004832.1_tpm_unstranded', 'FER1L6-AS1_tpm_unstranded', 'HECW1-IT1_tpm_unstranded', 'C6orf223_tpm_unstranded', 'LINC00471_tpm_unstranded', 'CELF2-AS1_tpm_unstranded', 'LINC02724_tpm_unstranded', 'OGFRP1_tpm_unstranded', 'TP53TG1_tpm_unstranded', 'PRR34_tpm_unstranded', 'C17orf77_tpm_unstranded', 'FAM87A_tpm_unstranded', 'AC138028.1_tpm_unstranded', 'LINC00334_tpm_unstranded', 'LINC01006_tpm_unstranded', 'AC239585.1_tpm_unstranded', 'FAM230E_tpm_unstranded', 'PRKCZ-AS1_tpm_unstranded', 'TSPEAR-AS2_tpm_unstranded', 'PRORY_tpm_unstranded', 'AC138356.1_tpm_unstranded', 'WT1-AS_tpm_unstranded', 'LINC01547_tpm_unstranded', 'AC005037.1_tpm_unstranded', 'TTTY8_tpm_unstranded', 'FLJ40288_tpm_unstranded', 'COL18A1-AS1_tpm_unstranded', 'AC131971.1_tpm_unstranded', 'C15orf32_tpm_unstranded', 'LINC00518_tpm_unstranded', 'DOCK8-AS1_tpm_unstranded', 'NCF4-AS1_tpm_unstranded', 'DSCR4_tpm_unstranded', 'SREBF2-AS1_tpm_unstranded', 'C11orf72_tpm_unstranded', 'LINC00315_tpm_unstranded', 'UMODL1-AS1_tpm_unstranded', 'AP001062.1_tpm_unstranded', 'AC132216.1_tpm_unstranded', 'FAM167A-AS1_tpm_unstranded', 'B3GALT5-AS1_tpm_unstranded', 'LINC00308_tpm_unstranded', 'TTTY13_tpm_unstranded', 'AC000068.1_tpm_unstranded', 'LINC00482_tpm_unstranded', 'LINC00313_tpm_unstranded', 'WASIR1_tpm_unstranded', 'TMEM105_tpm_unstranded', 'LINC00158_tpm_unstranded', 'SPATA8_tpm_unstranded', 'TTTY8B_tpm_unstranded', 'HDHD5-AS1_tpm_unstranded', 'LINC01405_tpm_unstranded', 'LINC00839_tpm_unstranded', 'AC021092.1_tpm_unstranded', 'MATN1-AS1_tpm_unstranded', 'LINC02610_tpm_unstranded', 'MIR22HG_tpm_unstranded', 'KTN1-AS1_tpm_unstranded', 'LINC01551_tpm_unstranded', 'LINC00207_tpm_unstranded', 'LINC02875_tpm_unstranded', 'AC092118.1_tpm_unstranded', 'AC100800.1_tpm_unstranded', 'LINC02583_tpm_unstranded', 'TCL6_tpm_unstranded', 'AC097382.1_tpm_unstranded', 'AC091057.1_tpm_unstranded', 'FAM230D_tpm_unstranded', 'SNHG28_tpm_unstranded', 'LINC00265_tpm_unstranded', 'PP7080_tpm_unstranded', 'FAM230G_tpm_unstranded', 'AC092171.1_tpm_unstranded', 'C22orf34_tpm_unstranded', 'AC010969.1_tpm_unstranded', 'LINC00319_tpm_unstranded', 'CYP51A1-AS1_tpm_unstranded', 'LINC00910_tpm_unstranded', 'LINC00994_tpm_unstranded', 'PAX8-AS1_tpm_unstranded', 'AC069277.1_tpm_unstranded', 'LINC00943_tpm_unstranded', 'LINC01164_tpm_unstranded', 'ANKRD62P1-PARP4P3_tpm_unstranded', 'AC073349.1_tpm_unstranded', 'SPATA41_tpm_unstranded', 'SPAG16-DT_tpm_unstranded', 'C8orf86_tpm_unstranded', 'COLCA1_tpm_unstranded', 'RNF216P1_tpm_unstranded', 'LINC00615_tpm_unstranded', 'LINC00523_tpm_unstranded', 'GARS1-DT_tpm_unstranded', 'C9orf163_tpm_unstranded', 'AL138767.1_tpm_unstranded', 'LUADT1_tpm_unstranded', 'LINC00173_tpm_unstranded', 'PDXDC2P-NPIPB14P_tpm_unstranded', 'LINC01560_tpm_unstranded', 'SNHG17_tpm_unstranded', 'AC079612.1_tpm_unstranded', 'CTBP1-DT_tpm_unstranded', 'AC090286.1_tpm_unstranded', 'SCOC-AS1_tpm_unstranded', 'GPRACR_tpm_unstranded', 'NPSR1-AS1_tpm_unstranded', 'AC068631.1_tpm_unstranded', 'LINC02291_tpm_unstranded', 'CH17-340M24.3_tpm_unstranded', 'MIRLET7BHG_tpm_unstranded', 'AP000550.1_tpm_unstranded', 'LINC00336_tpm_unstranded', 'RAMP2-AS1_tpm_unstranded', 'HMGA2-AS1_tpm_unstranded', 'GATA3-AS1_tpm_unstranded', 'C17orf102_tpm_unstranded', 'AC008543.1_tpm_unstranded', 'AC003975.1_tpm_unstranded', 'LINC00477_tpm_unstranded', 'IRF1-AS1_tpm_unstranded', 'HHLA3_tpm_unstranded', 'AC068051.1_tpm_unstranded', 'ATP11AUN_tpm_unstranded', 'AC106870.1_tpm_unstranded', 'AC007952.1_tpm_unstranded', 'AL157838.1_tpm_unstranded', 'C14orf178_tpm_unstranded', 'AC011450.1_tpm_unstranded', 'AC122129.1_tpm_unstranded', 'MDS2_tpm_unstranded', 'CYYR1-AS1_tpm_unstranded', 'SNHG12_tpm_unstranded', 'DSCR8_tpm_unstranded', 'AC025279.1_tpm_unstranded', 'AFDN-DT_tpm_unstranded', 'AL354714.1_tpm_unstranded', 'LINC02692_tpm_unstranded', 'FLVCR1-DT_tpm_unstranded', 'AC007920.1_tpm_unstranded', 'NBR2_tpm_unstranded', 'C3orf35_tpm_unstranded', 'AC135895.1_tpm_unstranded', 'LINC01565_tpm_unstranded', 'SSBP3-AS1_tpm_unstranded', 'AC013549.1_tpm_unstranded', 'AL157414.1_tpm_unstranded', 'AL590705.1_tpm_unstranded', 'KIAA1671-AS1_tpm_unstranded', 'TDRKH-AS1_tpm_unstranded', 'FAM78B-AS1_tpm_unstranded', 'CARNMT1-AS1_tpm_unstranded', 'AL445248.1_tpm_unstranded', 'AC012358.1_tpm_unstranded', 'AP003027.1_tpm_unstranded', 'AC006019.1_tpm_unstranded', 'LINC01562_tpm_unstranded', 'POLH-AS1_tpm_unstranded', 'AL390760.1_tpm_unstranded', 'AC105020.1_tpm_unstranded', 'AC015969.1_tpm_unstranded', 'AL591503.1_tpm_unstranded', 'AL353740.1_tpm_unstranded', 'LINC00449_tpm_unstranded', 'SUGCT-AS1_tpm_unstranded', 'AL354956.1_tpm_unstranded', 'AC009163.1_tpm_unstranded', 'AL133216.1_tpm_unstranded', 'PDCD4-AS1_tpm_unstranded', 'AL139390.1_tpm_unstranded', 'RBMS3-AS2_tpm_unstranded', 'AP000753.1_tpm_unstranded', 'SCUBE1-AS1_tpm_unstranded', 'AL450313.1_tpm_unstranded', 'LINC02408_tpm_unstranded', 'IGBP1-AS1_tpm_unstranded', 'AC005342.1_tpm_unstranded', 'LINC00970_tpm_unstranded', 'AC096543.1_tpm_unstranded', 'AL354919.1_tpm_unstranded', 'AC144450.1_tpm_unstranded', 'AC012456.1_tpm_unstranded', 'AC083799.1_tpm_unstranded', 'LINC00501_tpm_unstranded', 'LINC01285_tpm_unstranded', 'IBA57-DT_tpm_unstranded', 'LINC02487_tpm_unstranded', 'SERTAD4-AS1_tpm_unstranded', 'MIR29B2CHG_tpm_unstranded', 'C6orf99_tpm_unstranded', 'LINC00862_tpm_unstranded', 'LINC00272_tpm_unstranded', 'PRDX6-AS1_tpm_unstranded', 'LINC00222_tpm_unstranded', 'ADAMTSL4-AS1_tpm_unstranded', 'BVES-AS1_tpm_unstranded', 'LIN28B-AS1_tpm_unstranded', 'LINC02868_tpm_unstranded', 'ATP1A1-AS1_tpm_unstranded', 'SNHG5_tpm_unstranded', 'ADD3-AS1_tpm_unstranded', 'SPATA42_tpm_unstranded', 'AL121827.1_tpm_unstranded', 'LINC00632_tpm_unstranded', 'AL354984.1_tpm_unstranded', 'AL772363.1_tpm_unstranded', 'ARRDC1-AS1_tpm_unstranded', 'LINC01270_tpm_unstranded', 'COL5A1-AS1_tpm_unstranded', 'SLC12A5-AS1_tpm_unstranded', 'AL391421.1_tpm_unstranded', 'LINC00963_tpm_unstranded', 'AL158151.1_tpm_unstranded', 'TDRG1_tpm_unstranded', 'LINC00951_tpm_unstranded', 'LINC02520_tpm_unstranded', 'AL162293.1_tpm_unstranded', 'LINC00474_tpm_unstranded', 'GDF5-AS1_tpm_unstranded', 'LINC02731_tpm_unstranded', 'LINC00587_tpm_unstranded', 'PSMB8-AS1_tpm_unstranded', 'LINC01993_tpm_unstranded', 'LINC01973_tpm_unstranded', 'LINC02783_tpm_unstranded', 'PKP4-AS1_tpm_unstranded', 'SNHG32_tpm_unstranded', 'NOL4L-DT_tpm_unstranded', 'AL359649.1_tpm_unstranded', 'LINC02872_tpm_unstranded', 'LINC01854_tpm_unstranded', 'C1orf195_tpm_unstranded', 'PSORS1C3_tpm_unstranded', 'ACOXL-AS1_tpm_unstranded', 'AC027801.1_tpm_unstranded', 'LINC01123_tpm_unstranded', 'LINC01257_tpm_unstranded', 'AC115618.1_tpm_unstranded', 'HCG9_tpm_unstranded', 'C5orf60_tpm_unstranded', 'AC010624.1_tpm_unstranded', 'FAM153CP_tpm_unstranded', 'MIR1915HG_tpm_unstranded', 'AL133464.1_tpm_unstranded', 'STARD7-AS1_tpm_unstranded', 'MAMDC2-AS1_tpm_unstranded', 'LINC01556_tpm_unstranded', 'LINC01951_tpm_unstranded', 'AC008429.1_tpm_unstranded', 'LINC01291_tpm_unstranded', 'AL590399.1_tpm_unstranded', 'AL935212.1_tpm_unstranded', 'ST8SIA6-AS1_tpm_unstranded', 'AC011484.1_tpm_unstranded', 'FAM201A_tpm_unstranded', 'AC021218.1_tpm_unstranded', 'LINC01545_tpm_unstranded', 'AC007389.1_tpm_unstranded', 'ATP6V0E2-AS1_tpm_unstranded', 'FAM83A-AS1_tpm_unstranded', 'BLACE_tpm_unstranded', 'AP000812.1_tpm_unstranded', 'AC005692.1_tpm_unstranded', 'LINC02138_tpm_unstranded', 'AC092384.1_tpm_unstranded', 'AC134312.1_tpm_unstranded', 'AC118344.1_tpm_unstranded', 'LINC01121_tpm_unstranded', 'LINC02397_tpm_unstranded', 'CLLU1-AS1_tpm_unstranded', 'C2orf91_tpm_unstranded', 'LINC02716_tpm_unstranded', 'C7orf66_tpm_unstranded', 'LINC00654_tpm_unstranded', 'TTLL10-AS1_tpm_unstranded', 'LINC01602_tpm_unstranded', 'AL356414.1_tpm_unstranded', 'AC005863.1_tpm_unstranded', 'LINC01460_tpm_unstranded', 'LINC00661_tpm_unstranded', 'AC007608.1_tpm_unstranded', 'PCBP3-AS1_tpm_unstranded', 'KU-MEL-3_tpm_unstranded', 'AC140658.1_tpm_unstranded', 'CALML3-AS1_tpm_unstranded', 'MAPRE3-AS1_tpm_unstranded', 'AC121338.1_tpm_unstranded', 'C9orf92_tpm_unstranded', 'CHKB-DT_tpm_unstranded', 'AL049775.1_tpm_unstranded', 'LINC01597_tpm_unstranded', 'AP001042.1_tpm_unstranded', 'LINC01446_tpm_unstranded', 'LINC01310_tpm_unstranded', 'LINC00898_tpm_unstranded', 'LINC00583_tpm_unstranded', 'AL035696.1_tpm_unstranded', 'AC020741.1_tpm_unstranded', 'ADARB2-AS1_tpm_unstranded', 'AL359878.1_tpm_unstranded', 'AC083864.1_tpm_unstranded', 'LINC01531_tpm_unstranded', 'DPP9-AS1_tpm_unstranded', 'LOH12CR2_tpm_unstranded', 'AC024132.1_tpm_unstranded', 'LINC00487_tpm_unstranded', 'RFPL3S_tpm_unstranded', 'PCOTH_tpm_unstranded', 'FAM99B_tpm_unstranded', 'FAM99A_tpm_unstranded', 'C1RL-AS1_tpm_unstranded', 'AC108134.1_tpm_unstranded', 'SRRM2-AS1_tpm_unstranded', 'C21orf62-AS1_tpm_unstranded', 'AC105345.1_tpm_unstranded', 'AC074389.1_tpm_unstranded', 'Z99774.1_tpm_unstranded', 'AL121823.1_tpm_unstranded', 'AC006305.1_tpm_unstranded', 'FAM230H_tpm_unstranded', 'LINC02346_tpm_unstranded', 'DUXAP8_tpm_unstranded', 'AL359555.1_tpm_unstranded', 'HCP5_tpm_unstranded', 'HCG27_tpm_unstranded', 'H1-10-AS1_tpm_unstranded', 'KRBOX1-AS1_tpm_unstranded', 'AC022007.1_tpm_unstranded', 'THUMPD3-AS1_tpm_unstranded', 'AP000553.1_tpm_unstranded', 'AL359091.1_tpm_unstranded', 'AP000346.1_tpm_unstranded', 'AC003035.1_tpm_unstranded', 'LINC01089_tpm_unstranded', 'LINC02693_tpm_unstranded', 'LINC02656_tpm_unstranded', 'EWSAT1_tpm_unstranded', 'TTTY2_tpm_unstranded', 'TTTY2B_tpm_unstranded', 'AC093281.1_tpm_unstranded', 'Z97192.1_tpm_unstranded', 'AC016747.1_tpm_unstranded', 'C1orf220_tpm_unstranded', 'Z99572.1_tpm_unstranded', 'AL590867.1_tpm_unstranded', 'Z97192.2_tpm_unstranded', 'LINC00671_tpm_unstranded', 'FIRRE_tpm_unstranded', 'SLX1A-SULT1A3_tpm_unstranded', 'U73169.1_tpm_unstranded', 'ZNF337-AS1_tpm_unstranded', 'LINC01521_tpm_unstranded', 'LIPE-AS1_tpm_unstranded', 'AC019080.1_tpm_unstranded', 'AC007277.1_tpm_unstranded', 'AL157395.1_tpm_unstranded', 'LINC02418_tpm_unstranded', 'LINC02347_tpm_unstranded', 'UCA1_tpm_unstranded', 'PAXIP1-AS2_tpm_unstranded', 'LINC00887_tpm_unstranded', 'LINC02026_tpm_unstranded', 'GCC2-AS1_tpm_unstranded', 'ST7-OT4_tpm_unstranded', 'AC010336.1_tpm_unstranded', 'APTR_tpm_unstranded', 'VAC14-AS1_tpm_unstranded', 'LINC00488_tpm_unstranded', 'KANSL1-AS1_tpm_unstranded', 'LINC02085_tpm_unstranded', 'VPS33B-DT_tpm_unstranded', 'AC087491.1_tpm_unstranded', 'MEG3_tpm_unstranded', 'AC019077.1_tpm_unstranded', 'AC142086.1_tpm_unstranded', 'AC073592.1_tpm_unstranded', 'LINC01913_tpm_unstranded', 'AC116407.1_tpm_unstranded', 'AC005562.1_tpm_unstranded', 'AL161756.1_tpm_unstranded', 'AC010168.1_tpm_unstranded', 'AC112512.1_tpm_unstranded', 'POLR2J4_tpm_unstranded', 'AP000790.1_tpm_unstranded', 'AP002358.1_tpm_unstranded', 'AC090921.1_tpm_unstranded', 'LINC00612_tpm_unstranded', 'AC004540.1_tpm_unstranded', 'LINC00243_tpm_unstranded', 'LINC01588_tpm_unstranded', 'BX546450.1_tpm_unstranded', 'AC104472.1_tpm_unstranded', 'HLA-F-AS1_tpm_unstranded', 'AC113167.1_tpm_unstranded', 'AP000317.1_tpm_unstranded', 'AC005323.1_tpm_unstranded', 'AC129492.1_tpm_unstranded', 'AL645728.1_tpm_unstranded', 'AL008729.1_tpm_unstranded', 'AC131097.1_tpm_unstranded', 'CD27-AS1_tpm_unstranded', 'ALOX12-AS1_tpm_unstranded', 'AC025171.2_tpm_unstranded', 'FAM74A1_tpm_unstranded', 'LINC00588_tpm_unstranded', 'LINC00269_tpm_unstranded', 'BASP1-AS1_tpm_unstranded', 'LINC01020_tpm_unstranded', 'LINC02449_tpm_unstranded', 'LINC02649_tpm_unstranded', 'AC116351.1_tpm_unstranded', 'DHRS4-AS1_tpm_unstranded', 'AC135983.1_tpm_unstranded', 'FAM66B_tpm_unstranded', 'MIR99AHG_tpm_unstranded', 'LL22NC01-81G9.3_tpm_unstranded', 'MIR17HG_tpm_unstranded', 'MCM3AP-AS1_tpm_unstranded', 'AATBC_tpm_unstranded', 'BCRP3_tpm_unstranded', 'LINC00598_tpm_unstranded', 'FAM230B_tpm_unstranded', 'LINC00189_tpm_unstranded', 'TTTY5_tpm_unstranded', 'AC114730.1_tpm_unstranded', 'AC245128.1_tpm_unstranded', 'ARHGAP27P1-BPTFP1-KPNA2P3_tpm_unstranded', 'LINC01139_tpm_unstranded', 'AP002761.1_tpm_unstranded', 'LINC01356_tpm_unstranded', 'LINC02337_tpm_unstranded', 'LINC00955_tpm_unstranded', 'LY86-AS1_tpm_unstranded', 'AC009403.1_tpm_unstranded', 'AC073316.1_tpm_unstranded', 'AL158066.1_tpm_unstranded', 'AC073263.1_tpm_unstranded', 'AC099552.1_tpm_unstranded', 'RBM38-AS1_tpm_unstranded', 'KIRREL3-AS3_tpm_unstranded', 'LINC01644_tpm_unstranded', 'AC110619.1_tpm_unstranded', 'LINC00339_tpm_unstranded', 'MIF-AS1_tpm_unstranded', 'AC008060.1_tpm_unstranded', 'FAM138C_tpm_unstranded', 'AC011298.1_tpm_unstranded', 'AC125494.1_tpm_unstranded', 'AC019155.2_tpm_unstranded', 'ZNF433-AS1_tpm_unstranded', 'LINC02076_tpm_unstranded', 'AC093802.1_tpm_unstranded', 'HTR5A-AS1_tpm_unstranded', 'Z85994.1_tpm_unstranded', 'LL22NC03-63E9.3_tpm_unstranded', 'LINC02531_tpm_unstranded', 'IGBP1-AS2_tpm_unstranded', 'RNU6ATAC35P_tpm_unstranded', 'PPP3CB-AS1_tpm_unstranded', 'GAS8-AS1_tpm_unstranded', 'C7orf65_tpm_unstranded', 'AC020907.2_tpm_unstranded', 'ARIH2OS_tpm_unstranded', 'LINC01465_tpm_unstranded', 'C1orf229_tpm_unstranded', 'EXOC3-AS1_tpm_unstranded', 'AC092675.1_tpm_unstranded', 'AC106876.1_tpm_unstranded', 'LINC02860_tpm_unstranded', 'LINC01118_tpm_unstranded', 'AC064874.1_tpm_unstranded', 'AC005481.1_tpm_unstranded', 'AC011997.1_tpm_unstranded', 'HDAC4-AS1_tpm_unstranded', 'AC112721.1_tpm_unstranded', 'LINC01793_tpm_unstranded', 'AC023469.1_tpm_unstranded', 'AC112721.2_tpm_unstranded', 'LINC01124_tpm_unstranded', 'KIAA2012-AS1_tpm_unstranded', 'CYTOR_tpm_unstranded', 'AP001341.1_tpm_unstranded', 'AC079305.1_tpm_unstranded', 'AL031587.1_tpm_unstranded', 'C10orf55_tpm_unstranded', 'AL158817.1_tpm_unstranded', 'AC137630.1_tpm_unstranded', 'AL359081.1_tpm_unstranded', 'ZNF385D-AS2_tpm_unstranded', 'AL590666.1_tpm_unstranded', 'EHHADH-AS1_tpm_unstranded', 'AC096559.1_tpm_unstranded', 'AC108066.1_tpm_unstranded', 'AC005104.1_tpm_unstranded', 'AL391987.3_tpm_unstranded', 'LINC02661_tpm_unstranded', 'LINC01778_tpm_unstranded', 'LINC02068_tpm_unstranded', 'AL445685.1_tpm_unstranded', 'CLDN10-AS1_tpm_unstranded', 'AL118511.1_tpm_unstranded', 'AP006748.1_tpm_unstranded', 'MEG9_tpm_unstranded', 'LINC00397_tpm_unstranded', 'AL009050.1_tpm_unstranded', 'AC011243.1_tpm_unstranded', 'AC009988.1_tpm_unstranded', 'AC011625.1_tpm_unstranded', 'AC235097.1_tpm_unstranded', 'AL589642.1_tpm_unstranded', 'TH2LCRR_tpm_unstranded', 'AL451065.1_tpm_unstranded', 'LMO7DN-IT1_tpm_unstranded', 'AC004471.1_tpm_unstranded', 'AL353801.1_tpm_unstranded', 'LINC01825_tpm_unstranded', 'AL157371.1_tpm_unstranded', 'LINC02629_tpm_unstranded', 'AC099681.1_tpm_unstranded', 'AL441992.1_tpm_unstranded', 'LINC02238_tpm_unstranded', 'NUTM2A-AS1_tpm_unstranded', 'LINC01615_tpm_unstranded', 'AC092198.1_tpm_unstranded', 'FRMPD4-AS1_tpm_unstranded', 'AL391097.1_tpm_unstranded', 'AL731537.1_tpm_unstranded', 'AL646090.1_tpm_unstranded', 'AL683807.1_tpm_unstranded', 'AFF2-IT1_tpm_unstranded', 'AC010723.1_tpm_unstranded', 'AC093690.1_tpm_unstranded', 'AC092598.1_tpm_unstranded', 'RABGAP1L-IT1_tpm_unstranded', 'AL359094.1_tpm_unstranded', 'AC012506.1_tpm_unstranded', 'HLA-DQB1-AS1_tpm_unstranded', 'AC008164.1_tpm_unstranded', 'AL109947.1_tpm_unstranded', 'AL024497.1_tpm_unstranded', 'LINC00630_tpm_unstranded', 'ACSL6-AS1_tpm_unstranded', 'CCR5AS_tpm_unstranded', 'AC078851.1_tpm_unstranded', 'AC005165.1_tpm_unstranded', 'AP001599.1_tpm_unstranded', 'DHRSX-IT1_tpm_unstranded', 'AL355001.1_tpm_unstranded', 'LINC02665_tpm_unstranded', 'LINC01312_tpm_unstranded', 'LINC01986_tpm_unstranded', 'LINC02142_tpm_unstranded', 'AL138733.1_tpm_unstranded', 'DSCR4-IT1_tpm_unstranded', 'LINC00370_tpm_unstranded', 'AL133268.2_tpm_unstranded', 'LINC01044_tpm_unstranded', 'LINC01120_tpm_unstranded', 'AC012506.2_tpm_unstranded', 'AL121990.1_tpm_unstranded', 'TTTY17C_tpm_unstranded', 'AC008277.1_tpm_unstranded', 'BX284668.1_tpm_unstranded', 'AC002463.1_tpm_unstranded', 'LINC01946_tpm_unstranded', 'AC105275.1_tpm_unstranded', 'AC106786.1_tpm_unstranded', 'AL078459.1_tpm_unstranded', 'AC245052.1_tpm_unstranded', 'SAMSN1-AS1_tpm_unstranded', 'AC000058.1_tpm_unstranded', 'AL357033.2_tpm_unstranded', 'AC093117.1_tpm_unstranded', 'LINC00571_tpm_unstranded', 'DIP2A-IT1_tpm_unstranded', 'FO393418.1_tpm_unstranded', 'AF230666.1_tpm_unstranded', 'RAET1E-AS1_tpm_unstranded', 'LINC01422_tpm_unstranded', 'AC069213.1_tpm_unstranded', 'LINC02601_tpm_unstranded', 'LINC01208_tpm_unstranded', 'AL135785.1_tpm_unstranded', 'AL109659.1_tpm_unstranded', 'AC009226.1_tpm_unstranded', 'AL020994.1_tpm_unstranded', 'AC034195.1_tpm_unstranded', 'LINC02247_tpm_unstranded', 'AL359706.1_tpm_unstranded', 'LAPTM4A-DT_tpm_unstranded', 'AC112495.1_tpm_unstranded', 'CCDC18-AS1_tpm_unstranded', 'MIR503HG_tpm_unstranded', 'AC116609.1_tpm_unstranded', 'AC008073.1_tpm_unstranded', 'AL138767.2_tpm_unstranded', 'LINC02593_tpm_unstranded', 'LINC01626_tpm_unstranded', 'LINC00205_tpm_unstranded', 'CACNA2D1-AS1_tpm_unstranded', 'AL513217.1_tpm_unstranded', 'LGALS8-AS1_tpm_unstranded', 'LINC01983_tpm_unstranded', 'LINP1_tpm_unstranded', 'AL357507.1_tpm_unstranded', 'UBE2E1-AS1_tpm_unstranded', 'AL669970.1_tpm_unstranded', 'ENTPD3-AS1_tpm_unstranded', 'IL10RB-DT_tpm_unstranded', 'AL355314.1_tpm_unstranded', 'LINC00114_tpm_unstranded', 'AC044784.1_tpm_unstranded', 'AC234771.1_tpm_unstranded', 'AL589684.1_tpm_unstranded', 'AC073365.1_tpm_unstranded', 'AC007255.1_tpm_unstranded', 'AL691459.1_tpm_unstranded', 'DIAPH3-AS2_tpm_unstranded', 'CDH23-AS1_tpm_unstranded', 'LINC01342_tpm_unstranded', 'LINC01870_tpm_unstranded', 'AC004870.2_tpm_unstranded', 'AC005006.1_tpm_unstranded', 'AL161935.1_tpm_unstranded', 'AL645941.1_tpm_unstranded', 'AC007091.1_tpm_unstranded', 'AL360093.1_tpm_unstranded', 'EFCAB6-AS1_tpm_unstranded', 'MYCNUT_tpm_unstranded', 'HRAT92_tpm_unstranded', 'AC007403.1_tpm_unstranded', 'LINC01805_tpm_unstranded', 'AP000233.1_tpm_unstranded', 'AC006372.1_tpm_unstranded', 'LINC01921_tpm_unstranded', 'LINC01078_tpm_unstranded', 'AL157402.1_tpm_unstranded', 'ABCC5-AS1_tpm_unstranded', 'LINC01707_tpm_unstranded', 'AC068481.1_tpm_unstranded', 'OSER1-DT_tpm_unstranded', 'AP001469.1_tpm_unstranded', 'AC104457.2_tpm_unstranded', 'ZNF32-AS3_tpm_unstranded', 'AC009480.1_tpm_unstranded', 'LINC02471_tpm_unstranded', 'TNS1-AS1_tpm_unstranded', 'AC117453.1_tpm_unstranded', 'LGALSL-DT_tpm_unstranded', 'LINC01014_tpm_unstranded', 'AL590302.1_tpm_unstranded', 'AL353604.1_tpm_unstranded', 'AL513008.1_tpm_unstranded', 'AC016738.1_tpm_unstranded', 'ROR1-AS1_tpm_unstranded', 'LINC01767_tpm_unstranded', 'CHROMR_tpm_unstranded', 'AL159990.1_tpm_unstranded', 'AC002456.1_tpm_unstranded', 'AP001048.1_tpm_unstranded', 'SMCR2_tpm_unstranded', 'LINC01874_tpm_unstranded', 'AL357140.1_tpm_unstranded', 'AC104809.1_tpm_unstranded', 'LINC02647_tpm_unstranded', 'AC244250.1_tpm_unstranded', 'Z97198.1_tpm_unstranded', 'LINC01441_tpm_unstranded', 'AC063976.1_tpm_unstranded', 'LINC01449_tpm_unstranded', 'AP000470.1_tpm_unstranded', 'MIR181A2HG_tpm_unstranded', 'EDRF1-DT_tpm_unstranded', 'AL133456.1_tpm_unstranded', 'LINC01853_tpm_unstranded', 'AL450344.1_tpm_unstranded', 'TCEAL3-AS1_tpm_unstranded', 'EPB41L4A-AS1_tpm_unstranded', 'LINC02561_tpm_unstranded', 'BX005214.1_tpm_unstranded', 'CCNT2-AS1_tpm_unstranded', 'AC005076.1_tpm_unstranded', 'LINC02612_tpm_unstranded', 'AC108681.1_tpm_unstranded', 'EGFR-AS1_tpm_unstranded', 'AC007319.1_tpm_unstranded', 'AL049795.1_tpm_unstranded', 'LINC00691_tpm_unstranded', 'TTTY22_tpm_unstranded', 'AC009487.1_tpm_unstranded', 'AP000936.1_tpm_unstranded', 'SNHG14_tpm_unstranded', 'AC091729.1_tpm_unstranded', 'PPM1F-AS1_tpm_unstranded', 'POTEF-AS1_tpm_unstranded', 'AC097468.1_tpm_unstranded', 'AC104389.2_tpm_unstranded', 'BCAR3-AS1_tpm_unstranded', 'LINC01935_tpm_unstranded', 'AC104823.1_tpm_unstranded', 'AP001630.1_tpm_unstranded', 'ELMO1-AS1_tpm_unstranded', 'INHBA-AS1_tpm_unstranded', 'POU6F2-AS1_tpm_unstranded', 'AC099786.1_tpm_unstranded', 'LINC01248_tpm_unstranded', 'AC112715.1_tpm_unstranded', 'LINC01857_tpm_unstranded', 'AC000123.1_tpm_unstranded', 'MIR548XHG_tpm_unstranded', 'AMMECR1-IT1_tpm_unstranded', 'AC099786.2_tpm_unstranded', 'AC009506.1_tpm_unstranded', 'LINC02054_tpm_unstranded', 'HCG14_tpm_unstranded', 'LINC02828_tpm_unstranded', 'DNAJC27-AS1_tpm_unstranded', 'LINC01357_tpm_unstranded', 'LINC02831_tpm_unstranded', 'AL137802.1_tpm_unstranded', 'LINC00570_tpm_unstranded', 'MIR3681HG_tpm_unstranded', 'C5orf66_tpm_unstranded', 'LINC01991_tpm_unstranded', 'HAGLR_tpm_unstranded', 'LINC02667_tpm_unstranded', 'SEZ6L-AS1_tpm_unstranded', 'AC008278.1_tpm_unstranded', 'AC022400.1_tpm_unstranded', 'PHEX-AS1_tpm_unstranded', 'LINC00466_tpm_unstranded', 'AL606469.1_tpm_unstranded', 'AC234781.1_tpm_unstranded', 'AC107072.1_tpm_unstranded', 'DTNB-AS1_tpm_unstranded', 'LINC02636_tpm_unstranded', 'VSTM2A-OT1_tpm_unstranded', 'AL031599.1_tpm_unstranded', 'LINC01832_tpm_unstranded', 'WARS2-IT1_tpm_unstranded', 'AC090044.1_tpm_unstranded', 'SOX1-OT_tpm_unstranded', 'AJ009632.1_tpm_unstranded', 'AC025947.1_tpm_unstranded', 'AL391427.1_tpm_unstranded', 'VWC2L-IT1_tpm_unstranded', 'LINC01133_tpm_unstranded', 'AL023754.1_tpm_unstranded', 'LINC02633_tpm_unstranded', 'AL772155.1_tpm_unstranded', 'AP000697.1_tpm_unstranded', 'AL117329.1_tpm_unstranded', 'AC131097.2_tpm_unstranded', 'ARHGEF2-AS1_tpm_unstranded', 'AP000345.1_tpm_unstranded', 'SLC25A5-AS1_tpm_unstranded', 'LINC01142_tpm_unstranded', 'AF196972.1_tpm_unstranded', 'PINCR_tpm_unstranded', 'AL590502.1_tpm_unstranded', 'AL161785.1_tpm_unstranded', 'LINC01527_tpm_unstranded', 'LINC01567_tpm_unstranded', 'AL590640.1_tpm_unstranded', 'CHL1-AS2_tpm_unstranded', 'AC004009.1_tpm_unstranded', 'AL136234.1_tpm_unstranded', 'MDC1-AS1_tpm_unstranded', 'LINC00297_tpm_unstranded', 'AC005019.2_tpm_unstranded', 'AC007879.1_tpm_unstranded', 'SCEL-AS1_tpm_unstranded', 'FAM135A-AS1_tpm_unstranded', 'AL356966.1_tpm_unstranded', 'TMCO1-AS1_tpm_unstranded', 'AL358176.1_tpm_unstranded', 'AC011239.1_tpm_unstranded', 'FP700111.1_tpm_unstranded', 'AL391361.2_tpm_unstranded', 'AL023693.1_tpm_unstranded', 'AC009276.1_tpm_unstranded', 'AC017104.1_tpm_unstranded', 'LINC00703_tpm_unstranded', 'AL033379.1_tpm_unstranded', 'AL139246.1_tpm_unstranded', 'BACE2-IT1_tpm_unstranded', 'LINC01280_tpm_unstranded', 'GPC6-AS2_tpm_unstranded', 'PELATON_tpm_unstranded', 'AC010880.1_tpm_unstranded', 'Z68323.1_tpm_unstranded', 'LINC00572_tpm_unstranded', 'LINC02052_tpm_unstranded', 'AL136988.1_tpm_unstranded', 'AC114489.1_tpm_unstranded', 'AP001476.1_tpm_unstranded', 'AL606970.1_tpm_unstranded', 'STK24-AS1_tpm_unstranded', 'PRKAR2A-AS1_tpm_unstranded', 'LINC00539_tpm_unstranded', 'LINC01708_tpm_unstranded', 'SLC25A34-AS1_tpm_unstranded', 'TANK-AS1_tpm_unstranded', 'LAMC1-AS1_tpm_unstranded', 'AL109933.1_tpm_unstranded', 'AL356417.1_tpm_unstranded', 'AC245100.1_tpm_unstranded', 'TTC21B-AS1_tpm_unstranded', 'AL731575.1_tpm_unstranded', 'AC025428.1_tpm_unstranded', 'AC138150.1_tpm_unstranded', 'LINC02523_tpm_unstranded', 'MRPS9-AS2_tpm_unstranded', 'LINC00365_tpm_unstranded', 'AC109309.1_tpm_unstranded', 'LINC00620_tpm_unstranded', 'AL590385.1_tpm_unstranded', 'AC068134.1_tpm_unstranded', 'HTR2A-AS1_tpm_unstranded', 'AC098483.1_tpm_unstranded', 'AL591686.1_tpm_unstranded', 'AL136361.1_tpm_unstranded', 'TMLHE-AS1_tpm_unstranded', 'LINC02771_tpm_unstranded', 'AC096677.1_tpm_unstranded', 'AP001439.1_tpm_unstranded', 'AC017067.1_tpm_unstranded', 'LINC01087_tpm_unstranded', 'LPP-AS1_tpm_unstranded', 'LINC01754_tpm_unstranded', 'LINC01886_tpm_unstranded', 'COL18A1-AS2_tpm_unstranded', 'LINC01117_tpm_unstranded', 'LINC01015_tpm_unstranded', 'AL356277.2_tpm_unstranded', 'MIR3659HG_tpm_unstranded', 'AC073626.1_tpm_unstranded', 'ZMIZ1-AS1_tpm_unstranded', 'AL080284.1_tpm_unstranded', 'TGFA-IT1_tpm_unstranded', 'HSD52_tpm_unstranded', 'AC108879.1_tpm_unstranded', 'AC011901.1_tpm_unstranded', 'AC095032.1_tpm_unstranded', 'TNK2-AS1_tpm_unstranded', 'RTCA-AS1_tpm_unstranded', 'AL451042.1_tpm_unstranded', 'AC106053.1_tpm_unstranded', 'AL391095.1_tpm_unstranded', 'AC064871.2_tpm_unstranded', 'AL135787.1_tpm_unstranded', 'AL391069.1_tpm_unstranded', 'LINC01627_tpm_unstranded', 'AF124730.1_tpm_unstranded', 'LINC00885_tpm_unstranded', 'LINC01823_tpm_unstranded', 'AL513164.1_tpm_unstranded', 'SH3BP5-AS1_tpm_unstranded', 'AC010907.1_tpm_unstranded', 'ETV7-AS1_tpm_unstranded', 'AC105940.1_tpm_unstranded', 'AC009227.1_tpm_unstranded', 'RASAL2-AS1_tpm_unstranded', 'AL133553.1_tpm_unstranded', 'AL390038.1_tpm_unstranded', 'LAMTOR5-AS1_tpm_unstranded', 'AP000844.1_tpm_unstranded', 'LMX1A-AS2_tpm_unstranded', 'E2F3-IT1_tpm_unstranded', 'LINC01706_tpm_unstranded', 'AC025165.1_tpm_unstranded', 'LINC02671_tpm_unstranded', 'Z82186.1_tpm_unstranded', 'LEMD1-DT_tpm_unstranded', 'LINC01657_tpm_unstranded', 'AC007182.1_tpm_unstranded', 'PCOLCE-AS1_tpm_unstranded', 'LILRB1-AS1_tpm_unstranded', 'AC016716.1_tpm_unstranded', 'AL034349.1_tpm_unstranded', 'AC099850.1_tpm_unstranded', 'AC016735.1_tpm_unstranded', 'TEX26-AS1_tpm_unstranded', 'AC063965.2_tpm_unstranded', 'AC015987.1_tpm_unstranded', 'AL391704.1_tpm_unstranded', 'LINC01167_tpm_unstranded', 'AL353768.1_tpm_unstranded', 'AL035443.1_tpm_unstranded', 'ATP2B2-IT2_tpm_unstranded', 'LINC02670_tpm_unstranded', 'AC012363.1_tpm_unstranded', 'AP000704.1_tpm_unstranded', 'AL022326.1_tpm_unstranded', 'NTM-AS1_tpm_unstranded', 'AL139397.1_tpm_unstranded', 'LINC00853_tpm_unstranded', 'SRGAP3-AS1_tpm_unstranded', 'AL355482.1_tpm_unstranded', 'TMEM72-AS1_tpm_unstranded', 'AC114812.2_tpm_unstranded', 'AC010789.1_tpm_unstranded', 'AC096677.2_tpm_unstranded', 'AC093843.1_tpm_unstranded', 'COL4A2-AS2_tpm_unstranded', 'THRB-IT1_tpm_unstranded', 'RORB-AS1_tpm_unstranded', 'LINC01689_tpm_unstranded', 'AL161908.1_tpm_unstranded', 'LINC00240_tpm_unstranded', 'AC107079.1_tpm_unstranded', 'NQO2-AS1_tpm_unstranded', 'AL589843.1_tpm_unstranded', 'LINC00502_tpm_unstranded', 'LINC00393_tpm_unstranded', 'CDKN2A-DT_tpm_unstranded', 'OPA1-AS1_tpm_unstranded', 'LINC01691_tpm_unstranded', 'LINC01398_tpm_unstranded', 'AC009518.1_tpm_unstranded', 'MRPL20-AS1_tpm_unstranded', 'EML4-AS1_tpm_unstranded', 'AL121901.1_tpm_unstranded', 'AC011754.1_tpm_unstranded', 'Z99716.1_tpm_unstranded', 'AC034187.1_tpm_unstranded', 'EIPR1-IT1_tpm_unstranded', 'AC138028.2_tpm_unstranded', 'LINC02840_tpm_unstranded', 'POT1-AS1_tpm_unstranded', 'LINC02830_tpm_unstranded', 'AL365258.1_tpm_unstranded', 'RNF32-AS1_tpm_unstranded', 'AP001347.1_tpm_unstranded', 'LINC01766_tpm_unstranded', 'LINC00863_tpm_unstranded', 'AC066595.1_tpm_unstranded', 'AL591684.1_tpm_unstranded', 'AL050303.1_tpm_unstranded', 'LINC00320_tpm_unstranded', 'LINC02262_tpm_unstranded', 'LINC01034_tpm_unstranded', 'AL391684.1_tpm_unstranded', 'AL589678.1_tpm_unstranded', 'LINC00184_tpm_unstranded', 'LINC02819_tpm_unstranded', 'CASC6_tpm_unstranded', 'AL353150.1_tpm_unstranded', 'AL390066.1_tpm_unstranded', 'LINC01266_tpm_unstranded', 'PGM5-AS1_tpm_unstranded', 'LINC01752_tpm_unstranded', 'LINC02586_tpm_unstranded', 'LINC01645_tpm_unstranded', 'AL645608.1_tpm_unstranded', 'AC245427.1_tpm_unstranded', 'AL513412.1_tpm_unstranded', 'LARGE-AS1_tpm_unstranded', 'INE1_tpm_unstranded', 'LINC02776_tpm_unstranded', 'AL512363.1_tpm_unstranded', 'AL590714.1_tpm_unstranded', 'FAM41AY1_tpm_unstranded', 'AL445645.1_tpm_unstranded', 'LINC01526_tpm_unstranded', 'AC010082.1_tpm_unstranded', 'AL732323.1_tpm_unstranded', 'AL929288.1_tpm_unstranded', 'AC000067.1_tpm_unstranded', 'AL121872.1_tpm_unstranded', 'AC096541.1_tpm_unstranded', 'AL162586.1_tpm_unstranded', 'EIF1AX-AS1_tpm_unstranded', 'LINC01058_tpm_unstranded', 'AC018814.1_tpm_unstranded', 'AL355592.1_tpm_unstranded', 'AL121894.1_tpm_unstranded', 'AC012485.1_tpm_unstranded', 'AC092941.1_tpm_unstranded', 'CATIP-AS1_tpm_unstranded', 'TMCC2-AS1_tpm_unstranded', 'LINC01802_tpm_unstranded', 'AL603832.1_tpm_unstranded', 'WWC3-AS1_tpm_unstranded', 'LINC00337_tpm_unstranded', 'GRTP1-AS1_tpm_unstranded', 'AL450226.1_tpm_unstranded', 'AL162726.1_tpm_unstranded', 'AL583808.1_tpm_unstranded', 'AL355336.1_tpm_unstranded', 'AL445250.1_tpm_unstranded', 'AL157373.1_tpm_unstranded', 'LINC01076_tpm_unstranded', 'AL162457.2_tpm_unstranded', 'AC092484.1_tpm_unstranded', 'AC083900.1_tpm_unstranded', 'AL157392.1_tpm_unstranded', 'AL355310.1_tpm_unstranded', 'CAMTA1-AS1_tpm_unstranded', 'LINC00237_tpm_unstranded', 'LINC00972_tpm_unstranded', 'AL035250.1_tpm_unstranded', 'SLC9A3-AS1_tpm_unstranded', 'AL358216.1_tpm_unstranded', 'AC018643.1_tpm_unstranded', 'AC073957.1_tpm_unstranded', 'AL050338.1_tpm_unstranded', 'AL160290.1_tpm_unstranded', 'AC012354.1_tpm_unstranded', 'LINC00618_tpm_unstranded', 'AC012462.1_tpm_unstranded', 'AC096631.1_tpm_unstranded', 'AL662890.1_tpm_unstranded', 'OSTM1-AS1_tpm_unstranded', 'AL590617.2_tpm_unstranded', 'LINC00457_tpm_unstranded', 'AL121584.1_tpm_unstranded', 'AC073283.1_tpm_unstranded', 'LINC00092_tpm_unstranded', 'AC078962.1_tpm_unstranded', 'AL139230.1_tpm_unstranded', 'AC078883.1_tpm_unstranded', 'MIR137HG_tpm_unstranded', 'AL133387.1_tpm_unstranded', 'AC092637.1_tpm_unstranded', 'AC073367.1_tpm_unstranded', 'AC079790.1_tpm_unstranded', 'AC007362.1_tpm_unstranded', 'AP001628.1_tpm_unstranded', 'LINC01795_tpm_unstranded', 'AC008937.1_tpm_unstranded', 'LINC02470_tpm_unstranded', 'AL592402.1_tpm_unstranded', 'TRAPPC12-AS1_tpm_unstranded', 'INTS6L-AS1_tpm_unstranded', 'AL021026.1_tpm_unstranded', 'LINC00378_tpm_unstranded', 'PSLNR_tpm_unstranded', 'AC009478.1_tpm_unstranded', 'PCDH9-AS3_tpm_unstranded', 'TAF1A-AS1_tpm_unstranded', 'LINC00705_tpm_unstranded', 'AL121987.1_tpm_unstranded', 'AL158013.1_tpm_unstranded', 'AC018693.1_tpm_unstranded', 'LINC01770_tpm_unstranded', 'AL158212.1_tpm_unstranded', 'LINC00113_tpm_unstranded', 'AL139240.1_tpm_unstranded', 'AL591623.1_tpm_unstranded', 'AL117341.1_tpm_unstranded', 'AL024474.2_tpm_unstranded', 'AL513327.1_tpm_unstranded', 'AL591178.1_tpm_unstranded', 'LINC00350_tpm_unstranded', 'LINC01427_tpm_unstranded', 'AL583804.1_tpm_unstranded', 'LINC01594_tpm_unstranded', 'LHFPL3-AS2_tpm_unstranded', 'AF064860.1_tpm_unstranded', 'LINC01678_tpm_unstranded', 'LINC02813_tpm_unstranded', 'AC016027.1_tpm_unstranded', 'AL353608.1_tpm_unstranded', 'AL354740.1_tpm_unstranded', 'AC013269.1_tpm_unstranded', 'LRRK2-DT_tpm_unstranded', 'FREM2-AS1_tpm_unstranded', 'AL358393.1_tpm_unstranded', 'PPP1R26-AS1_tpm_unstranded', 'CT62_tpm_unstranded', 'AC078942.1_tpm_unstranded', 'TMEM246-AS1_tpm_unstranded', 'NRSN2-AS1_tpm_unstranded', 'AC015977.1_tpm_unstranded', 'SFTA1P_tpm_unstranded', 'AC099754.1_tpm_unstranded', 'AL591896.1_tpm_unstranded', 'NHEG1_tpm_unstranded', 'BX571846.1_tpm_unstranded', 'AC121247.1_tpm_unstranded', 'AC025188.1_tpm_unstranded', 'AL136980.1_tpm_unstranded', 'CR786580.1_tpm_unstranded', 'LINC02557_tpm_unstranded', 'AL049648.1_tpm_unstranded', 'AC104134.1_tpm_unstranded', 'AC019330.1_tpm_unstranded', 'AL391869.1_tpm_unstranded', 'LINC00331_tpm_unstranded', 'LINC01671_tpm_unstranded', 'LINC01504_tpm_unstranded', 'PACRG-AS2_tpm_unstranded', 'BOLA3-AS1_tpm_unstranded', 'MPRIP-AS1_tpm_unstranded', 'LINC01867_tpm_unstranded', 'LINC01763_tpm_unstranded', 'AL021707.1_tpm_unstranded', 'AC073346.1_tpm_unstranded', 'AL049812.2_tpm_unstranded', 'RFPL1S_tpm_unstranded', 'JPX_tpm_unstranded', 'AL136366.1_tpm_unstranded', 'ATP13A4-AS1_tpm_unstranded', 'PLCB1-IT1_tpm_unstranded', 'NUTM2B-AS1_tpm_unstranded', 'AC092447.4_tpm_unstranded', 'AL354707.1_tpm_unstranded', 'LINC01107_tpm_unstranded', 'KCNMA1-AS2_tpm_unstranded', 'AC002064.1_tpm_unstranded', 'CYP4A22-AS1_tpm_unstranded', 'LINC01703_tpm_unstranded', 'AL365434.1_tpm_unstranded', 'SNED1-AS1_tpm_unstranded', 'AL450384.1_tpm_unstranded', 'AL731684.1_tpm_unstranded', 'LINC01393_tpm_unstranded', 'AC073325.1_tpm_unstranded', 'LINC01821_tpm_unstranded', 'ZNF385D-AS1_tpm_unstranded', 'AL162399.1_tpm_unstranded', 'LINC02476_tpm_unstranded', 'LINC01980_tpm_unstranded', 'NAALADL2-AS1_tpm_unstranded', 'AP000320.1_tpm_unstranded', 'AC083867.2_tpm_unstranded', 'LINC01710_tpm_unstranded', 'AC006076.1_tpm_unstranded', 'LINC01492_tpm_unstranded', 'AC013733.1_tpm_unstranded', 'DOCK4-AS1_tpm_unstranded', 'NCBP2-AS1_tpm_unstranded', 'EDNRB-AS1_tpm_unstranded', 'AC011193.1_tpm_unstranded', 'AC096669.1_tpm_unstranded', 'LINC01623_tpm_unstranded', 'AL606519.1_tpm_unstranded', 'MTOR-AS1_tpm_unstranded', 'AC092813.1_tpm_unstranded', 'AC005281.1_tpm_unstranded', 'AC007679.1_tpm_unstranded', 'LINC02158_tpm_unstranded', 'AC099552.2_tpm_unstranded', 'LINCMD1_tpm_unstranded', 'MYT1L-AS1_tpm_unstranded', 'AC104463.1_tpm_unstranded', 'AGBL4-IT1_tpm_unstranded', 'C9orf135-DT_tpm_unstranded', 'AL161644.1_tpm_unstranded', 'AP001046.1_tpm_unstranded', 'LINC01729_tpm_unstranded', 'AL606491.1_tpm_unstranded', 'AC005487.1_tpm_unstranded', 'AC064875.1_tpm_unstranded', 'KCNMA1-AS3_tpm_unstranded', 'BX255923.1_tpm_unstranded', 'AL118511.2_tpm_unstranded', 'LINC01716_tpm_unstranded', 'CADM3-AS1_tpm_unstranded', 'LINC01771_tpm_unstranded', 'AC002378.1_tpm_unstranded', 'AL163953.1_tpm_unstranded', 'PACRG-AS3_tpm_unstranded', 'FAM225B_tpm_unstranded', 'AL008633.1_tpm_unstranded', 'AC114737.1_tpm_unstranded', 'PTPRD-AS1_tpm_unstranded', 'AL354984.2_tpm_unstranded', 'AC092100.1_tpm_unstranded', 'AL592166.1_tpm_unstranded', 'FAM66E_tpm_unstranded', 'ADGRF5-AS1_tpm_unstranded', 'PDE9A-AS1_tpm_unstranded', 'FGD5-AS1_tpm_unstranded', 'NRG3-AS1_tpm_unstranded', 'LINC02036_tpm_unstranded', 'AC017002.1_tpm_unstranded', 'MEG8_tpm_unstranded', 'AL357500.1_tpm_unstranded', 'AC087501.1_tpm_unstranded', 'AL023581.1_tpm_unstranded', 'DBH-AS1_tpm_unstranded', 'LINC00489_tpm_unstranded', 'AL596247.1_tpm_unstranded', 'LINC01389_tpm_unstranded', 'P3H2-AS1_tpm_unstranded', 'LINC01831_tpm_unstranded', 'FAF1-AS1_tpm_unstranded', 'LINC02620_tpm_unstranded', 'AL137220.1_tpm_unstranded', 'PROSER2-AS1_tpm_unstranded', 'MIAT_tpm_unstranded', 'AL109610.1_tpm_unstranded', 'AC007953.1_tpm_unstranded', 'TRAM2-AS1_tpm_unstranded', 'AC004540.2_tpm_unstranded', 'TMEM30A-DT_tpm_unstranded', 'AC073321.1_tpm_unstranded', 'AC025918.1_tpm_unstranded', 'AL121917.1_tpm_unstranded', 'AC069281.1_tpm_unstranded', 'AL354771.1_tpm_unstranded', 'AC092669.1_tpm_unstranded', 'AC118653.1_tpm_unstranded', 'AC013269.2_tpm_unstranded', 'UBXN7-AS1_tpm_unstranded', 'LINC00626_tpm_unstranded', 'GS1-594A7.3_tpm_unstranded', 'AL157400.1_tpm_unstranded', 'TRMT2B-AS1_tpm_unstranded', 'AL355490.1_tpm_unstranded', 'RUSC1-AS1_tpm_unstranded', 'LINC02816_tpm_unstranded', 'AL022315.1_tpm_unstranded', 'LINC00368_tpm_unstranded', 'PSG8-AS1_tpm_unstranded', 'AL513210.1_tpm_unstranded', 'LINC00115_tpm_unstranded', 'AC009365.2_tpm_unstranded', 'LINC01456_tpm_unstranded', 'AC098872.1_tpm_unstranded', 'AC023590.1_tpm_unstranded', 'AL445490.1_tpm_unstranded', 'AC012368.1_tpm_unstranded', 'DHDDS-AS1_tpm_unstranded', 'AL035404.2_tpm_unstranded', 'AL391244.1_tpm_unstranded', 'AL138767.3_tpm_unstranded', 'TSBP1-AS1_tpm_unstranded', 'AC007879.2_tpm_unstranded', 'LINC01745_tpm_unstranded', 'TAB2-AS1_tpm_unstranded', 'AC000036.1_tpm_unstranded', 'LINC02249_tpm_unstranded', 'AL731557.1_tpm_unstranded', 'PCA3_tpm_unstranded', 'AL109741.1_tpm_unstranded', 'C5orf67_tpm_unstranded', 'LINC01875_tpm_unstranded', 'AL121574.1_tpm_unstranded', 'LINC02648_tpm_unstranded', 'ODF2-AS1_tpm_unstranded', 'AL512444.1_tpm_unstranded', 'SATB2-AS1_tpm_unstranded', 'AL050320.1_tpm_unstranded', 'AL441989.1_tpm_unstranded', 'AC009950.1_tpm_unstranded', 'NRIR_tpm_unstranded', 'AL500522.1_tpm_unstranded', 'AC005550.1_tpm_unstranded', 'LINC01534_tpm_unstranded', 'HAR1A_tpm_unstranded', 'AC010746.2_tpm_unstranded', 'AC102953.1_tpm_unstranded', 'AL355482.2_tpm_unstranded', 'LAMP5-AS1_tpm_unstranded', 'LINC02528_tpm_unstranded', 'LINC02660_tpm_unstranded', 'BX005266.2_tpm_unstranded', 'KCNIP2-AS1_tpm_unstranded', 'AP001434.1_tpm_unstranded', 'PRICKLE2-AS3_tpm_unstranded', 'AC026167.1_tpm_unstranded', 'AC092802.1_tpm_unstranded', 'LINC01772_tpm_unstranded', 'FGF13-AS1_tpm_unstranded', 'AL035530.1_tpm_unstranded', 'LINC01040_tpm_unstranded', 'AC010745.1_tpm_unstranded', 'AP000561.1_tpm_unstranded', 'AL807761.3_tpm_unstranded', 'ZNF503-AS1_tpm_unstranded', 'LINC01776_tpm_unstranded', 'AC009531.1_tpm_unstranded', 'LINC00623_tpm_unstranded', 'AL139275.1_tpm_unstranded', 'AL356309.1_tpm_unstranded', 'AL138830.1_tpm_unstranded', 'SLC39A12-AS1_tpm_unstranded', 'AC073283.2_tpm_unstranded', 'HHLA3-AS1_tpm_unstranded', 'AL122017.1_tpm_unstranded', 'LINC00937_tpm_unstranded', 'AC099342.1_tpm_unstranded', 'LINC02097_tpm_unstranded', 'AP001476.2_tpm_unstranded', 'DDC-AS1_tpm_unstranded', 'LINC01907_tpm_unstranded', 'AC013248.1_tpm_unstranded', 'LINC02794_tpm_unstranded', 'AL359502.1_tpm_unstranded', 'BAIAP2-DT_tpm_unstranded', 'LINC02654_tpm_unstranded', 'Z98752.1_tpm_unstranded', 'AL356124.1_tpm_unstranded', 'LINC01375_tpm_unstranded', 'AL513185.1_tpm_unstranded', 'AP4B1-AS1_tpm_unstranded', 'AL121885.1_tpm_unstranded', 'AL139420.1_tpm_unstranded', 'LINC00685_tpm_unstranded', 'AC010536.1_tpm_unstranded', 'AL132671.1_tpm_unstranded', 'AL049548.1_tpm_unstranded', 'LINC02519_tpm_unstranded', 'AL583785.1_tpm_unstranded', 'SGMS1-AS1_tpm_unstranded', 'LINC01733_tpm_unstranded', 'AL157359.1_tpm_unstranded', 'BX470209.1_tpm_unstranded', 'AL080316.1_tpm_unstranded', 'AL513285.1_tpm_unstranded', 'AC079163.1_tpm_unstranded', 'LEMD1-AS1_tpm_unstranded', 'GAS1RR_tpm_unstranded', 'AC132807.1_tpm_unstranded', 'AL031658.1_tpm_unstranded', 'LINC00381_tpm_unstranded', 'ZNF32-AS1_tpm_unstranded', 'AL365271.1_tpm_unstranded', 'LINC00408_tpm_unstranded', 'LINC02608_tpm_unstranded', 'AL135960.1_tpm_unstranded', 'GRM7-AS3_tpm_unstranded', 'ISM1-AS1_tpm_unstranded', 'AC009961.1_tpm_unstranded', 'ARHGAP26-AS1_tpm_unstranded', 'AC093382.1_tpm_unstranded', 'AC105393.1_tpm_unstranded', 'AL031123.1_tpm_unstranded', 'AL008733.1_tpm_unstranded', 'AC091729.2_tpm_unstranded', 'AC036101.1_tpm_unstranded', 'AC122683.1_tpm_unstranded', 'AL358612.1_tpm_unstranded', 'AL122058.1_tpm_unstranded', 'AL022157.1_tpm_unstranded', 'CFLAR-AS1_tpm_unstranded', 'LINC00351_tpm_unstranded', 'LINC01811_tpm_unstranded', 'AC006150.1_tpm_unstranded', 'NUP50-DT_tpm_unstranded', 'AL606489.1_tpm_unstranded', 'AL354836.1_tpm_unstranded', 'AL359182.1_tpm_unstranded', 'TMEM252-DT_tpm_unstranded', 'AC099066.1_tpm_unstranded', 'PSPC1-AS2_tpm_unstranded', 'AL353803.1_tpm_unstranded', 'FAM41AY2_tpm_unstranded', 'HAGLROS_tpm_unstranded', 'LINC02089_tpm_unstranded', 'ST7-AS2_tpm_unstranded', 'LINC00375_tpm_unstranded', 'LINC01345_tpm_unstranded', 'AL022310.1_tpm_unstranded', 'AL135923.1_tpm_unstranded', 'AC084809.1_tpm_unstranded', 'AC016831.1_tpm_unstranded', 'LINC01876_tpm_unstranded', 'PARD3-AS1_tpm_unstranded', 'SORCS3-AS1_tpm_unstranded', 'KCNQ2-AS1_tpm_unstranded', 'C12orf77_tpm_unstranded', 'AC013480.1_tpm_unstranded', 'AL392089.1_tpm_unstranded', 'AL450332.1_tpm_unstranded', 'LINC02628_tpm_unstranded', 'MRPL23-AS1_tpm_unstranded', 'SLC16A1-AS1_tpm_unstranded', 'AC093642.1_tpm_unstranded', 'AL358613.1_tpm_unstranded', 'AC012558.1_tpm_unstranded', 'AL121929.1_tpm_unstranded', 'AP000290.1_tpm_unstranded', 'AL442071.1_tpm_unstranded', 'LAMA4-AS1_tpm_unstranded', 'PLCL2-AS1_tpm_unstranded', 'AC006037.1_tpm_unstranded', 'BX322234.1_tpm_unstranded', 'ZNF25-DT_tpm_unstranded', 'LINC02542_tpm_unstranded', 'AL033380.1_tpm_unstranded', 'AL121787.1_tpm_unstranded', 'AL390198.1_tpm_unstranded', 'Z93930.2_tpm_unstranded', 'LINC01748_tpm_unstranded', 'ADIPOQ-AS1_tpm_unstranded', 'AL606516.1_tpm_unstranded', 'LINC01035_tpm_unstranded', 'AL139254.1_tpm_unstranded', 'LINC01824_tpm_unstranded', 'LINC00323_tpm_unstranded', 'LINC02549_tpm_unstranded', 'AC007463.1_tpm_unstranded', 'LINC01918_tpm_unstranded', 'UPK1A-AS1_tpm_unstranded', 'FAM138B_tpm_unstranded', 'LINC00390_tpm_unstranded', 'KIRREL1-IT1_tpm_unstranded', 'HDAC9-AS1_tpm_unstranded', 'AL049569.1_tpm_unstranded', 'AP000289.1_tpm_unstranded', 'AL158055.1_tpm_unstranded', 'BTBD9-AS1_tpm_unstranded', 'AC114814.1_tpm_unstranded', 'AC016722.1_tpm_unstranded', 'CYP4F26P_tpm_unstranded', 'AL390962.1_tpm_unstranded', 'LINC00606_tpm_unstranded', 'AL592429.2_tpm_unstranded', 'AC060234.1_tpm_unstranded', 'AL132657.1_tpm_unstranded', 'LINC02848_tpm_unstranded', 'AC006455.1_tpm_unstranded', 'AL356421.2_tpm_unstranded', 'AL450344.2_tpm_unstranded', 'AL359979.1_tpm_unstranded', 'PAPPA-AS2_tpm_unstranded', 'AC092567.1_tpm_unstranded', 'AL390067.1_tpm_unstranded', 'AL137001.1_tpm_unstranded', 'LINC00343_tpm_unstranded', 'AC092155.1_tpm_unstranded', 'SHANK2-AS1_tpm_unstranded', 'LINC00974_tpm_unstranded', 'AL357793.1_tpm_unstranded', 'AL513314.1_tpm_unstranded', 'AL121899.1_tpm_unstranded', 'AP006216.1_tpm_unstranded', 'AL365356.1_tpm_unstranded', 'PLCG1-AS1_tpm_unstranded', 'AC019118.1_tpm_unstranded', 'AC096732.1_tpm_unstranded', 'AC021028.1_tpm_unstranded', 'AC004973.1_tpm_unstranded', 'AL020998.1_tpm_unstranded', 'AL354977.1_tpm_unstranded', 'LINC01108_tpm_unstranded', 'TEX41_tpm_unstranded', 'LINC02679_tpm_unstranded', 'AL606748.1_tpm_unstranded', 'AC073311.1_tpm_unstranded', 'AC020595.1_tpm_unstranded', 'LINC01535_tpm_unstranded', 'ENTPD1-AS1_tpm_unstranded', 'AL441943.1_tpm_unstranded', 'LENG8-AS1_tpm_unstranded', 'AL034380.1_tpm_unstranded', 'AL360181.1_tpm_unstranded', 'MIR217HG_tpm_unstranded', 'AL161452.1_tpm_unstranded', 'AL359458.1_tpm_unstranded', 'AC073409.1_tpm_unstranded', 'FGF12-AS3_tpm_unstranded', 'FAM66C_tpm_unstranded', 'LINC01709_tpm_unstranded', 'AL589986.1_tpm_unstranded', 'PTPRD-AS2_tpm_unstranded', 'LINC00424_tpm_unstranded', 'PABPC1L2B-AS1_tpm_unstranded', 'AL138826.1_tpm_unstranded', 'AL358972.1_tpm_unstranded', 'LINC02554_tpm_unstranded', 'SMCR5_tpm_unstranded', 'FSIP2-AS2_tpm_unstranded', 'AL606760.1_tpm_unstranded', 'AC007365.1_tpm_unstranded', 'PP12613_tpm_unstranded', 'DISC1-IT1_tpm_unstranded', 'DAB1-AS1_tpm_unstranded', 'LINC02668_tpm_unstranded', 'AC010145.1_tpm_unstranded', 'AC000124.1_tpm_unstranded', 'AP001136.1_tpm_unstranded', 'AL021393.1_tpm_unstranded', 'FAM30A_tpm_unstranded', 'NAALADL2-AS2_tpm_unstranded', 'AC244035.1_tpm_unstranded', 'AC117465.1_tpm_unstranded', 'LINC02611_tpm_unstranded', 'AC005828.1_tpm_unstranded', 'AL138749.1_tpm_unstranded', 'CACTIN-AS1_tpm_unstranded', 'ZNF451-AS1_tpm_unstranded', 'LCT-AS1_tpm_unstranded', 'LINC00840_tpm_unstranded', 'AL117382.1_tpm_unstranded', 'LINC01941_tpm_unstranded', 'AC005082.1_tpm_unstranded', 'MEIS1-AS3_tpm_unstranded', 'LINC02785_tpm_unstranded', 'AC006001.2_tpm_unstranded', 'LINC01509_tpm_unstranded', 'LINC02774_tpm_unstranded', 'AC093655.1_tpm_unstranded', 'AC092164.1_tpm_unstranded', 'ARHGAP29-AS1_tpm_unstranded', 'AL158834.1_tpm_unstranded', 'LINC00348_tpm_unstranded', 'AL109811.1_tpm_unstranded', 'AC004112.1_tpm_unstranded', 'AC010894.1_tpm_unstranded', 'AL451105.1_tpm_unstranded', 'THORLNC_tpm_unstranded', 'LINC02051_tpm_unstranded', 'AL390835.1_tpm_unstranded', 'AC104463.2_tpm_unstranded', 'AC096637.1_tpm_unstranded', 'LHFPL3-AS1_tpm_unstranded', 'AC135178.2_tpm_unstranded', 'AC002472.1_tpm_unstranded', 'SMYD3-AS1_tpm_unstranded', 'AL354733.1_tpm_unstranded', 'AL035416.1_tpm_unstranded', 'AL359541.1_tpm_unstranded', 'Z97652.1_tpm_unstranded', 'LINC01359_tpm_unstranded', 'AL731577.1_tpm_unstranded', 'AL451069.1_tpm_unstranded', 'LINC00354_tpm_unstranded', 'AL353608.2_tpm_unstranded', 'TTTY4_tpm_unstranded', 'BSN-DT_tpm_unstranded', 'LINC01276_tpm_unstranded', 'AL365184.1_tpm_unstranded', 'AL160004.1_tpm_unstranded', 'LINC00454_tpm_unstranded', 'IL1R1-AS1_tpm_unstranded', 'AL451081.1_tpm_unstranded', 'LINC00161_tpm_unstranded', 'AC119428.1_tpm_unstranded', 'AC062021.1_tpm_unstranded', 'RNF207-AS1_tpm_unstranded', 'DANCR_tpm_unstranded', 'NCKAP5-AS2_tpm_unstranded', 'AL023802.1_tpm_unstranded', 'AP000432.1_tpm_unstranded', 'AL358075.1_tpm_unstranded', 'AC078883.2_tpm_unstranded', 'AC073114.1_tpm_unstranded', 'LINC00423_tpm_unstranded', 'AL391845.1_tpm_unstranded', 'MAGI2-AS2_tpm_unstranded', 'LINC01692_tpm_unstranded', 'LINC01203_tpm_unstranded', 'AC025946.1_tpm_unstranded', 'AC145625.1_tpm_unstranded', 'AC012593.1_tpm_unstranded', 'LINC00658_tpm_unstranded', 'AP000477.1_tpm_unstranded', 'AL136988.2_tpm_unstranded', 'LINC01247_tpm_unstranded', 'LINC02876_tpm_unstranded', 'LINC02527_tpm_unstranded', 'FKBP14-AS1_tpm_unstranded', 'LINC02796_tpm_unstranded', 'AC007036.1_tpm_unstranded', 'AC007557.1_tpm_unstranded', 'SLC8A1-AS1_tpm_unstranded', 'AL139237.1_tpm_unstranded', 'AC019130.1_tpm_unstranded', 'LINC00511_tpm_unstranded', 'ITGB2-AS1_tpm_unstranded', 'AC003666.1_tpm_unstranded', 'LINC01682_tpm_unstranded', 'AL589765.1_tpm_unstranded', 'AC012065.1_tpm_unstranded', 'AL512288.1_tpm_unstranded', 'MUC12-AS1_tpm_unstranded', 'LINC00629_tpm_unstranded', 'AC079779.1_tpm_unstranded', 'Z98257.1_tpm_unstranded', 'AL162584.1_tpm_unstranded', 'EPS15-AS1_tpm_unstranded', 'FOCAD-AS1_tpm_unstranded', 'AP000472.1_tpm_unstranded', 'AL158166.1_tpm_unstranded', 'LINC02094_tpm_unstranded', 'LINC02798_tpm_unstranded', 'L29074.1_tpm_unstranded', 'AC012494.1_tpm_unstranded', 'AL031767.1_tpm_unstranded', 'AP000402.1_tpm_unstranded', 'SLC6A17-AS1_tpm_unstranded', 'AL512785.1_tpm_unstranded', 'AC073636.1_tpm_unstranded', 'AC025822.1_tpm_unstranded', 'AC104667.1_tpm_unstranded', 'LMCD1-AS1_tpm_unstranded', 'LINC01630_tpm_unstranded', 'HORMAD2-AS1_tpm_unstranded', 'LINC02672_tpm_unstranded', 'AP002856.1_tpm_unstranded', 'LBX1-AS1_tpm_unstranded', 'AL139275.2_tpm_unstranded', 'AC241644.1_tpm_unstranded', 'LINC01153_tpm_unstranded', 'IL21-AS1_tpm_unstranded', 'AC069285.2_tpm_unstranded', 'AL669970.2_tpm_unstranded', 'AL161725.1_tpm_unstranded', 'AC068535.1_tpm_unstranded', 'AC092755.1_tpm_unstranded', 'WDR11-AS1_tpm_unstranded', 'AL442638.1_tpm_unstranded', 'Z98747.1_tpm_unstranded', 'AF178030.1_tpm_unstranded', 'AC011290.1_tpm_unstranded', 'AL590677.1_tpm_unstranded', 'LINC01688_tpm_unstranded', 'AC018511.1_tpm_unstranded', 'MGAT3-AS1_tpm_unstranded', 'AC092535.2_tpm_unstranded', 'AL023581.2_tpm_unstranded', 'AC244453.1_tpm_unstranded', 'MIR663AHG_tpm_unstranded', 'AC009365.3_tpm_unstranded', 'C6orf47-AS1_tpm_unstranded', 'ST7-AS1_tpm_unstranded', 'AL162724.1_tpm_unstranded', 'AL645937.2_tpm_unstranded', 'AC079145.1_tpm_unstranded', 'SPATA13-AS1_tpm_unstranded', 'HCG15_tpm_unstranded', 'AL355613.1_tpm_unstranded', 'AL356276.1_tpm_unstranded', 'AL157935.1_tpm_unstranded', 'AL133346.1_tpm_unstranded', 'AC017101.1_tpm_unstranded', 'AL606534.1_tpm_unstranded', 'AL672291.1_tpm_unstranded', 'AL136456.1_tpm_unstranded', 'LINC00845_tpm_unstranded', 'AC092042.1_tpm_unstranded', 'FAM155A-IT1_tpm_unstranded', 'AC012063.1_tpm_unstranded', 'AL158834.2_tpm_unstranded', 'MIS18A-AS1_tpm_unstranded', 'SMIM2-AS1_tpm_unstranded', 'LINC01985_tpm_unstranded', 'AL162427.1_tpm_unstranded', 'MYOCD-AS1_tpm_unstranded', 'AL603839.1_tpm_unstranded', 'AC110015.1_tpm_unstranded', 'AL389889.1_tpm_unstranded', 'LINC01364_tpm_unstranded', 'AC009229.1_tpm_unstranded', 'AC118345.1_tpm_unstranded', 'AC016994.1_tpm_unstranded', 'AL035541.1_tpm_unstranded', 'AL356489.1_tpm_unstranded', 'AC239727.1_tpm_unstranded', 'AC073188.2_tpm_unstranded', 'LINC02708_tpm_unstranded', 'AC010998.1_tpm_unstranded', 'LINC02832_tpm_unstranded', 'LINC02630_tpm_unstranded', 'AF130417.1_tpm_unstranded', 'LINC00434_tpm_unstranded', 'AL139280.1_tpm_unstranded', 'LINC00307_tpm_unstranded', 'ARHGEF7-AS1_tpm_unstranded', 'RBM26-AS1_tpm_unstranded', 'AL359644.1_tpm_unstranded', 'LINC00866_tpm_unstranded', 'AC017074.1_tpm_unstranded', 'AL512658.1_tpm_unstranded', 'AC018685.1_tpm_unstranded', 'AC008060.2_tpm_unstranded', 'RABGAP1L-DT_tpm_unstranded', 'AL157832.1_tpm_unstranded', 'DLG1-AS1_tpm_unstranded', 'AC091705.1_tpm_unstranded', 'AL133410.1_tpm_unstranded', 'HPN-AS1_tpm_unstranded', 'KIF9-AS1_tpm_unstranded', 'AC012501.2_tpm_unstranded', 'LINC01806_tpm_unstranded', 'AC245884.1_tpm_unstranded', 'ZMYM4-AS1_tpm_unstranded', 'PCGEM1_tpm_unstranded', 'LINC01724_tpm_unstranded', 'CSE1L-AS1_tpm_unstranded', 'ASIC4-AS1_tpm_unstranded', 'AP001471.1_tpm_unstranded', 'TTTY17B_tpm_unstranded', 'AL450345.1_tpm_unstranded', 'LINC00310_tpm_unstranded', 'AC079612.2_tpm_unstranded', 'AL390838.1_tpm_unstranded', 'PDE4B-AS1_tpm_unstranded', 'LINC01537_tpm_unstranded', 'AL355300.1_tpm_unstranded', 'STK4-AS1_tpm_unstranded', 'AC124861.1_tpm_unstranded', 'CCDC148-AS1_tpm_unstranded', 'AC008080.2_tpm_unstranded', 'AL157702.2_tpm_unstranded', 'CR559946.1_tpm_unstranded', 'AL162400.1_tpm_unstranded', 'AL050309.1_tpm_unstranded', 'NCAM1-AS1_tpm_unstranded', 'AC006458.1_tpm_unstranded', 'AL138921.1_tpm_unstranded', 'KIF1C-AS1_tpm_unstranded', 'AC099066.2_tpm_unstranded', 'AC018359.1_tpm_unstranded', 'MROCKI_tpm_unstranded', 'LINC01624_tpm_unstranded', 'LINC01839_tpm_unstranded', 'LINC01442_tpm_unstranded', 'AL592301.1_tpm_unstranded', 'AL160163.1_tpm_unstranded', 'LINC01483_tpm_unstranded', 'MIR1302-9HG_tpm_unstranded', 'AL008719.1_tpm_unstranded', 'AC096540.1_tpm_unstranded', 'DIAPH3-AS1_tpm_unstranded', 'AL162414.1_tpm_unstranded', 'SLC2A1-AS1_tpm_unstranded', 'AL357315.1_tpm_unstranded', 'DNAJC9-AS1_tpm_unstranded', 'AC092614.1_tpm_unstranded', 'SPAG5-AS1_tpm_unstranded', 'AC018647.1_tpm_unstranded', 'AC116035.1_tpm_unstranded', 'AL590422.1_tpm_unstranded', 'MIR4290HG_tpm_unstranded', 'AC074257.1_tpm_unstranded', 'LINC00376_tpm_unstranded', 'AC112229.2_tpm_unstranded', 'AL136114.1_tpm_unstranded', 'CNTN4-AS2_tpm_unstranded', 'TP73-AS3_tpm_unstranded', 'HSD11B1-AS1_tpm_unstranded', 'Z94721.1_tpm_unstranded', 'PTPRT-AS1_tpm_unstranded', 'AL031779.1_tpm_unstranded', 'AC005392.1_tpm_unstranded', 'FRMPD3-AS1_tpm_unstranded', 'LINC01074_tpm_unstranded', 'CERS6-AS1_tpm_unstranded', 'AL391056.1_tpm_unstranded', 'AL080276.2_tpm_unstranded', 'LINC01132_tpm_unstranded', 'LINC01714_tpm_unstranded', 'SOX21-AS1_tpm_unstranded', 'STEAP2-AS1_tpm_unstranded', 'AC005160.1_tpm_unstranded', 'CLYBL-AS2_tpm_unstranded', 'UST-AS1_tpm_unstranded', 'AL162734.1_tpm_unstranded', 'LINC00355_tpm_unstranded', 'LINC01068_tpm_unstranded', 'AL355581.1_tpm_unstranded', 'AC108051.1_tpm_unstranded', 'AL033504.1_tpm_unstranded', 'AL358394.1_tpm_unstranded', 'LINC02088_tpm_unstranded', 'AL713965.1_tpm_unstranded', 'DNMBP-AS1_tpm_unstranded', 'AP001619.1_tpm_unstranded', 'LINC00111_tpm_unstranded', 'AL354892.1_tpm_unstranded', 'AL391097.2_tpm_unstranded', 'AL713998.1_tpm_unstranded', 'LINC01850_tpm_unstranded', 'AL359915.1_tpm_unstranded', 'AC092159.1_tpm_unstranded', 'AP000459.1_tpm_unstranded', 'AC016730.1_tpm_unstranded', 'AC006042.1_tpm_unstranded', 'AL596188.1_tpm_unstranded', 'AP001271.1_tpm_unstranded', 'AC239809.3_tpm_unstranded', 'AL590378.1_tpm_unstranded', 'LINC02803_tpm_unstranded', 'AL121987.2_tpm_unstranded', 'AC004875.1_tpm_unstranded', 'LINC01940_tpm_unstranded', 'AL138916.1_tpm_unstranded', 'RCC2-AS1_tpm_unstranded', 'AP000282.1_tpm_unstranded', 'LINC01693_tpm_unstranded', 'AC072062.1_tpm_unstranded', 'ASH1L-IT1_tpm_unstranded', 'AC002553.1_tpm_unstranded', 'AL158198.1_tpm_unstranded', 'AL355674.1_tpm_unstranded', 'INKA2-AS1_tpm_unstranded', 'AL590408.1_tpm_unstranded', 'AC122136.1_tpm_unstranded', 'AL121885.2_tpm_unstranded', 'SUCLA2-AS1_tpm_unstranded', 'AC021035.1_tpm_unstranded', 'AL358075.2_tpm_unstranded', 'AC002383.1_tpm_unstranded', 'AL050402.1_tpm_unstranded', 'AL590652.1_tpm_unstranded', 'FAM66A_tpm_unstranded', 'LINC00352_tpm_unstranded', 'AL731569.1_tpm_unstranded', 'AC062032.1_tpm_unstranded', 'SNAP25-AS1_tpm_unstranded', 'AL158837.1_tpm_unstranded', 'FLJ31104_tpm_unstranded', 'LINC02344_tpm_unstranded', 'AL441943.2_tpm_unstranded', 'AL136979.1_tpm_unstranded', 'AL449043.1_tpm_unstranded', 'AL353597.1_tpm_unstranded', 'LINC01655_tpm_unstranded', 'MACROD2-IT1_tpm_unstranded', 'SRGAP3-AS3_tpm_unstranded', 'AC003087.1_tpm_unstranded', 'AL357874.1_tpm_unstranded', 'AL390243.1_tpm_unstranded', 'AC104695.1_tpm_unstranded', 'LINC01696_tpm_unstranded', 'PTPRK-AS1_tpm_unstranded', 'AC007383.1_tpm_unstranded', 'LINC01738_tpm_unstranded', 'LINC01341_tpm_unstranded', 'TARID_tpm_unstranded', 'AL390778.1_tpm_unstranded', 'AL451042.2_tpm_unstranded', 'AL138799.1_tpm_unstranded', 'RBM15-AS1_tpm_unstranded', 'LINC01429_tpm_unstranded', 'AC012668.1_tpm_unstranded', 'AC092675.2_tpm_unstranded', 'AC020743.1_tpm_unstranded', 'AC105935.1_tpm_unstranded', 'AC073343.2_tpm_unstranded', 'IL6R-AS1_tpm_unstranded', 'RAPGEF4-AS1_tpm_unstranded', 'AL158835.1_tpm_unstranded', 'HCG20_tpm_unstranded', 'AL136369.1_tpm_unstranded', 'AC069257.1_tpm_unstranded', 'AC078842.1_tpm_unstranded', 'AC010967.1_tpm_unstranded', 'NGF-AS1_tpm_unstranded', 'AL139246.3_tpm_unstranded', 'AC114763.1_tpm_unstranded', 'AL160408.1_tpm_unstranded', 'AL355314.2_tpm_unstranded', 'FAM245A_tpm_unstranded', 'LINC01736_tpm_unstranded', 'PABPC4-AS1_tpm_unstranded', 'AC131571.1_tpm_unstranded', 'LYPLAL1-DT_tpm_unstranded', 'AC023469.2_tpm_unstranded', 'LINC01515_tpm_unstranded', 'LINC01740_tpm_unstranded', 'AL139008.2_tpm_unstranded', 'AC133106.1_tpm_unstranded', 'AC012368.2_tpm_unstranded', 'SIM1-AS1_tpm_unstranded', 'AC118553.1_tpm_unstranded', 'AL589990.1_tpm_unstranded', 'LINC01820_tpm_unstranded', 'LINC01757_tpm_unstranded', 'AP000692.1_tpm_unstranded', 'SPTBN1-AS1_tpm_unstranded', 'MELTF-AS1_tpm_unstranded', 'AC003991.1_tpm_unstranded', 'AL161725.2_tpm_unstranded', 'AP001631.1_tpm_unstranded', 'AL096678.1_tpm_unstranded', 'FALEC_tpm_unstranded', 'LINC01649_tpm_unstranded', 'AC099684.1_tpm_unstranded', 'LINC01494_tpm_unstranded', 'AL773545.1_tpm_unstranded', 'AP001469.2_tpm_unstranded', 'LINC01402_tpm_unstranded', 'AL031283.1_tpm_unstranded', 'AL354861.2_tpm_unstranded', 'AL357140.2_tpm_unstranded', 'AC004941.1_tpm_unstranded', 'AL161793.1_tpm_unstranded', 'AL133343.1_tpm_unstranded', 'AC007952.2_tpm_unstranded', 'LINC01674_tpm_unstranded', 'AL158069.1_tpm_unstranded', 'AC097713.1_tpm_unstranded', 'AL158147.1_tpm_unstranded', 'AL031963.1_tpm_unstranded', 'AL020996.1_tpm_unstranded', 'AC091770.1_tpm_unstranded', 'AL162385.1_tpm_unstranded', 'AC092265.1_tpm_unstranded', 'LINC02843_tpm_unstranded', 'AL512353.1_tpm_unstranded', 'AL022341.1_tpm_unstranded', 'GRASLND_tpm_unstranded', 'AC004830.2_tpm_unstranded', 'LINC02869_tpm_unstranded', 'NLGN1-AS1_tpm_unstranded', 'LINC02770_tpm_unstranded', 'AL355607.1_tpm_unstranded', 'LINC00578_tpm_unstranded', 'AC073050.1_tpm_unstranded', 'HCG11_tpm_unstranded', 'AC012070.1_tpm_unstranded', 'AC243961.1_tpm_unstranded', 'TINAG-AS1_tpm_unstranded', 'AP001476.3_tpm_unstranded', 'EFCAB14-AS1_tpm_unstranded', 'AL138900.1_tpm_unstranded', 'TTTY17A_tpm_unstranded', 'XPC-AS1_tpm_unstranded', 'AC012442.1_tpm_unstranded', 'AC096639.1_tpm_unstranded', 'ITPRIP-AS1_tpm_unstranded', 'LINC01320_tpm_unstranded', 'LINC02048_tpm_unstranded', 'AC106874.1_tpm_unstranded', 'AL021707.2_tpm_unstranded', 'ARMCX3-AS1_tpm_unstranded', 'UMLILO_tpm_unstranded', 'AL731568.1_tpm_unstranded', 'PCAT6_tpm_unstranded', 'TBX18-AS1_tpm_unstranded', 'AL049712.1_tpm_unstranded', 'LINC00392_tpm_unstranded', 'TTTY4C_tpm_unstranded', 'AL512770.1_tpm_unstranded', 'LINC01209_tpm_unstranded', 'LINC01350_tpm_unstranded', 'GUSBP11_tpm_unstranded', 'AL158070.1_tpm_unstranded', 'AP001610.2_tpm_unstranded', 'AL162419.1_tpm_unstranded', 'MYADM-AS1_tpm_unstranded', 'LINC01890_tpm_unstranded', 'AC024028.1_tpm_unstranded', 'LINC01784_tpm_unstranded', 'MIR646HG_tpm_unstranded', 'AC115618.2_tpm_unstranded', 'LINC02585_tpm_unstranded', 'AC018832.1_tpm_unstranded', 'AL354989.1_tpm_unstranded', 'AL450322.1_tpm_unstranded', 'BX322559.1_tpm_unstranded', 'LINC02263_tpm_unstranded', 'AL606970.2_tpm_unstranded', 'AC015971.1_tpm_unstranded', 'AL133351.1_tpm_unstranded', 'AC106873.1_tpm_unstranded', 'TXNDC12-AS1_tpm_unstranded', 'SMIM10L2B-AS1_tpm_unstranded', 'AC010891.1_tpm_unstranded', 'ITPKB-IT1_tpm_unstranded', 'FAM197Y7_tpm_unstranded', 'AC007040.1_tpm_unstranded', 'AL031668.1_tpm_unstranded', 'AC011995.1_tpm_unstranded', 'AL162391.1_tpm_unstranded', 'LINC01004_tpm_unstranded', 'AL356481.1_tpm_unstranded', 'LINC01635_tpm_unstranded', 'AC079154.1_tpm_unstranded', 'AL590226.1_tpm_unstranded', 'AC035139.1_tpm_unstranded', 'AP001468.1_tpm_unstranded', 'AL031056.1_tpm_unstranded', 'LNC-LBCS_tpm_unstranded', 'LINC01185_tpm_unstranded', 'AL360182.2_tpm_unstranded', 'LINC01768_tpm_unstranded', 'AC005013.1_tpm_unstranded', 'LINC00687_tpm_unstranded', 'AL357552.2_tpm_unstranded', 'AL645634.1_tpm_unstranded', 'AL590764.1_tpm_unstranded', 'AC004951.1_tpm_unstranded', 'AL139260.1_tpm_unstranded', 'LINC02474_tpm_unstranded', 'AL137244.1_tpm_unstranded', 'AC098484.1_tpm_unstranded', 'LINC01546_tpm_unstranded', 'AL845311.1_tpm_unstranded', 'AL929236.1_tpm_unstranded', 'AL138885.2_tpm_unstranded', 'PRKCE-AS1_tpm_unstranded', 'LINC01713_tpm_unstranded', 'AL137025.1_tpm_unstranded', 'GRK5-IT1_tpm_unstranded', 'AL450263.1_tpm_unstranded', 'AC092168.1_tpm_unstranded', 'LINC01013_tpm_unstranded', 'AC106875.1_tpm_unstranded', 'AL357558.1_tpm_unstranded', 'LINC01760_tpm_unstranded', 'AC011897.1_tpm_unstranded', 'AL513550.1_tpm_unstranded', 'AC006460.1_tpm_unstranded', 'AC099552.3_tpm_unstranded', 'MIR34AHG_tpm_unstranded', 'AC016396.1_tpm_unstranded', 'AC068057.1_tpm_unstranded', 'LYPLAL1-AS1_tpm_unstranded', 'AC009411.1_tpm_unstranded', 'AL157413.1_tpm_unstranded', 'AC073326.1_tpm_unstranded', 'AC093159.1_tpm_unstranded', 'AC003684.1_tpm_unstranded', 'CCDC183-AS1_tpm_unstranded', 'ITPKB-AS1_tpm_unstranded', 'BX284668.2_tpm_unstranded', 'AL389885.1_tpm_unstranded', 'AC004837.2_tpm_unstranded', 'AL033519.4_tpm_unstranded', 'AL513323.1_tpm_unstranded', 'AC026355.2_tpm_unstranded', 'AL133247.1_tpm_unstranded', 'LINC01005_tpm_unstranded', 'AC013287.1_tpm_unstranded', 'AL138962.1_tpm_unstranded', 'AC010731.1_tpm_unstranded', 'AC005042.1_tpm_unstranded', 'AL049748.1_tpm_unstranded', 'MIR4432HG_tpm_unstranded', 'D21S2088E_tpm_unstranded', 'AC013436.1_tpm_unstranded', 'MACC1-AS1_tpm_unstranded', 'AL121759.1_tpm_unstranded', 'AL139011.1_tpm_unstranded', 'AC141930.1_tpm_unstranded', 'AC012462.2_tpm_unstranded', 'Z97056.1_tpm_unstranded', 'Z82198.1_tpm_unstranded', 'HDAC2-AS2_tpm_unstranded', 'AL451047.1_tpm_unstranded', 'AC009468.1_tpm_unstranded', 'AC092295.1_tpm_unstranded', 'HOTAIR_tpm_unstranded', 'AL136115.1_tpm_unstranded', 'LINC02663_tpm_unstranded', 'ROCR_tpm_unstranded', 'AC079779.2_tpm_unstranded', 'AL353747.2_tpm_unstranded', 'SNHG26_tpm_unstranded', 'AC008940.1_tpm_unstranded', 'AC079793.1_tpm_unstranded', 'AL772202.1_tpm_unstranded', 'LINC01201_tpm_unstranded', 'STIM1-AS1_tpm_unstranded', 'LINC00448_tpm_unstranded', 'AC006482.1_tpm_unstranded', 'TTC3-AS1_tpm_unstranded', 'AL034347.1_tpm_unstranded', 'AC004692.2_tpm_unstranded', 'AC016820.1_tpm_unstranded', 'AL590723.1_tpm_unstranded', 'AL355997.1_tpm_unstranded', 'AL445307.1_tpm_unstranded', 'AL023755.1_tpm_unstranded', 'TNKS2-AS1_tpm_unstranded', 'AL355310.2_tpm_unstranded', 'LINC00659_tpm_unstranded', 'AL691426.1_tpm_unstranded', 'AL109763.1_tpm_unstranded', 'LINC02575_tpm_unstranded', 'AL691420.1_tpm_unstranded', 'LINC02521_tpm_unstranded', 'AL022313.2_tpm_unstranded', 'SRGAP3-AS2_tpm_unstranded', 'LINC02013_tpm_unstranded', 'AC096543.2_tpm_unstranded', 'AC011228.1_tpm_unstranded', 'AC008781.1_tpm_unstranded', 'AL162384.1_tpm_unstranded', 'GABRG3-AS1_tpm_unstranded', 'AL445985.1_tpm_unstranded', 'LINC02577_tpm_unstranded', 'AL450306.1_tpm_unstranded', 'LINC01672_tpm_unstranded', 'LIMS1-AS1_tpm_unstranded', 'AC003101.1_tpm_unstranded', 'AL033539.1_tpm_unstranded', 'WEE2-AS1_tpm_unstranded', 'LINC02534_tpm_unstranded', 'AL513542.1_tpm_unstranded', 'Z69666.1_tpm_unstranded', 'LINC00954_tpm_unstranded', 'LINC00266-4P_tpm_unstranded', 'NLGN4Y-AS1_tpm_unstranded', 'THRB-AS1_tpm_unstranded', 'AL356310.1_tpm_unstranded', 'AL033523.1_tpm_unstranded', 'LINC01128_tpm_unstranded', 'LINC01939_tpm_unstranded', 'AL590068.1_tpm_unstranded', 'AC064807.1_tpm_unstranded', 'AC073641.1_tpm_unstranded', 'AC072022.1_tpm_unstranded', 'AL034428.1_tpm_unstranded', 'LAMA5-AS1_tpm_unstranded', 'BACH1-IT2_tpm_unstranded', 'MIR4500HG_tpm_unstranded', 'AL592494.1_tpm_unstranded', 'AL160408.2_tpm_unstranded', 'AC012123.1_tpm_unstranded', 'AL355483.1_tpm_unstranded', 'PIK3IP1-DT_tpm_unstranded', 'PCDH9-AS2_tpm_unstranded', 'AL133410.2_tpm_unstranded', 'AC092802.2_tpm_unstranded', 'NEGR1-IT1_tpm_unstranded', 'AC104653.1_tpm_unstranded', 'AC068389.1_tpm_unstranded', 'AL121985.1_tpm_unstranded', 'AC012307.1_tpm_unstranded', 'AC010745.2_tpm_unstranded', 'AL669970.3_tpm_unstranded', 'SEPTIN7-DT_tpm_unstranded', 'AL138963.1_tpm_unstranded', 'LINC01428_tpm_unstranded', 'UBAC2-AS1_tpm_unstranded', 'TTTY21_tpm_unstranded', 'AL353804.1_tpm_unstranded', 'LINC01803_tpm_unstranded', 'NECTIN4-AS1_tpm_unstranded', 'LINC01344_tpm_unstranded', 'AC097381.1_tpm_unstranded', 'AP000355.1_tpm_unstranded', 'AC016722.2_tpm_unstranded', 'AC107419.1_tpm_unstranded', 'AKT3-IT1_tpm_unstranded', 'AC004485.1_tpm_unstranded', 'AC023137.1_tpm_unstranded', 'LINC02041_tpm_unstranded', 'SATB1-AS1_tpm_unstranded', 'AL049812.3_tpm_unstranded', 'LINC01690_tpm_unstranded', 'AC096554.1_tpm_unstranded', 'LINC02607_tpm_unstranded', 'AC009955.1_tpm_unstranded', 'LINC01205_tpm_unstranded', 'AL353771.1_tpm_unstranded', 'AC096570.1_tpm_unstranded', 'HNF4A-AS1_tpm_unstranded', 'LINC01038_tpm_unstranded', 'AC003685.1_tpm_unstranded', 'LINC01277_tpm_unstranded', 'AL161457.1_tpm_unstranded', 'AL450992.1_tpm_unstranded', 'AP001595.1_tpm_unstranded', 'AL031656.1_tpm_unstranded', 'ZFAND2A-DT_tpm_unstranded', 'AL451070.1_tpm_unstranded', 'AF127577.1_tpm_unstranded', 'LINC01788_tpm_unstranded', 'HECW2-AS1_tpm_unstranded', 'AL354893.2_tpm_unstranded', 'AC093459.1_tpm_unstranded', 'LINC01165_tpm_unstranded', 'LINC01548_tpm_unstranded', 'AC076966.2_tpm_unstranded', 'ASTN2-AS1_tpm_unstranded', 'LINC02587_tpm_unstranded', 'AL137847.1_tpm_unstranded', 'MED4-AS1_tpm_unstranded', 'AL137026.1_tpm_unstranded', 'AC068491.1_tpm_unstranded', 'AGBL5-IT1_tpm_unstranded', 'VIM-AS1_tpm_unstranded', 'KANSL1L-AS1_tpm_unstranded', 'AC016710.1_tpm_unstranded', 'CCDC26_tpm_unstranded', 'AC233976.1_tpm_unstranded', 'ANKRD10-IT1_tpm_unstranded', 'EPHA1-AS1_tpm_unstranded', 'KCNQ5-AS1_tpm_unstranded', 'LINC02038_tpm_unstranded', 'AC009229.2_tpm_unstranded', 'RUNX3-AS1_tpm_unstranded', 'AC114488.1_tpm_unstranded', 'LINC00382_tpm_unstranded', 'AC008154.1_tpm_unstranded', 'AC233280.1_tpm_unstranded', 'AL050349.1_tpm_unstranded', 'AC069542.1_tpm_unstranded', 'AL358473.1_tpm_unstranded', 'AC004870.3_tpm_unstranded', 'AC009495.1_tpm_unstranded', 'AC087071.1_tpm_unstranded', 'LINC02787_tpm_unstranded', 'AC103564.1_tpm_unstranded', 'LINC00200_tpm_unstranded', 'AL162408.1_tpm_unstranded', 'AC073987.1_tpm_unstranded', 'LINC00242_tpm_unstranded', 'AC105398.1_tpm_unstranded', 'AL162400.2_tpm_unstranded', 'AL356056.1_tpm_unstranded', 'LINC00582_tpm_unstranded', 'AC022201.1_tpm_unstranded', 'AC011891.2_tpm_unstranded', 'TTTY10_tpm_unstranded', 'LINC00710_tpm_unstranded', 'AL358452.1_tpm_unstranded', 'LINC01981_tpm_unstranded', 'LINC00377_tpm_unstranded', 'LINC00446_tpm_unstranded', 'AC138089.1_tpm_unstranded', 'AL807752.2_tpm_unstranded', 'LPGAT1-AS1_tpm_unstranded', 'AL596223.1_tpm_unstranded', 'AL160411.1_tpm_unstranded', 'AC004691.1_tpm_unstranded', 'SNHG31_tpm_unstranded', 'AL451048.1_tpm_unstranded', 'AC091493.1_tpm_unstranded', 'AL157388.1_tpm_unstranded', 'LINC02829_tpm_unstranded', 'BX284656.1_tpm_unstranded', 'REV3L-IT1_tpm_unstranded', 'AL133353.1_tpm_unstranded', 'AL031963.2_tpm_unstranded', 'AL356387.1_tpm_unstranded', 'AP000431.1_tpm_unstranded', 'LINC02768_tpm_unstranded', 'AL139294.1_tpm_unstranded', 'AL451140.1_tpm_unstranded', 'AL121845.1_tpm_unstranded', 'AC006455.4_tpm_unstranded', 'AP001464.1_tpm_unstranded', 'LINC00459_tpm_unstranded', 'AC010737.1_tpm_unstranded', 'AL353633.1_tpm_unstranded', 'BX088651.2_tpm_unstranded', 'AL353693.1_tpm_unstranded', 'AL133268.3_tpm_unstranded', 'MCHR2-AS1_tpm_unstranded', 'AC008269.1_tpm_unstranded', 'ACAP2-IT1_tpm_unstranded', 'AL391839.1_tpm_unstranded', 'AC006947.1_tpm_unstranded', 'GK-IT1_tpm_unstranded', 'AC046143.1_tpm_unstranded', 'DANT1_tpm_unstranded', 'AC079305.2_tpm_unstranded', 'AL392185.1_tpm_unstranded', 'HYI-AS1_tpm_unstranded', 'AC007563.1_tpm_unstranded', 'LRRC3-DT_tpm_unstranded', 'AC090587.1_tpm_unstranded', 'AC073062.1_tpm_unstranded', 'SZT2-AS1_tpm_unstranded', 'LINC00452_tpm_unstranded', 'AC006041.1_tpm_unstranded', 'PRKAR1B-AS2_tpm_unstranded', 'BX322557.1_tpm_unstranded', 'CTNNA2-AS1_tpm_unstranded', 'LINC01715_tpm_unstranded', 'AL139246.4_tpm_unstranded', 'AC062039.1_tpm_unstranded', 'CNIH3-AS1_tpm_unstranded', 'MIR5689HG_tpm_unstranded', 'AL162151.1_tpm_unstranded', 'AC005999.1_tpm_unstranded', 'LINC00858_tpm_unstranded', 'AL359853.1_tpm_unstranded', 'KCNQ1-AS1_tpm_unstranded', 'SFTA3_tpm_unstranded', 'AL136181.1_tpm_unstranded', 'AL512625.2_tpm_unstranded', 'AC007349.1_tpm_unstranded', 'AJ009632.2_tpm_unstranded', 'MED8-AS1_tpm_unstranded', 'LINC02069_tpm_unstranded', 'AC017048.1_tpm_unstranded', 'LINC00366_tpm_unstranded', 'LINC00433_tpm_unstranded', 'ST3GAL3-AS1_tpm_unstranded', 'CPVL-AS1_tpm_unstranded', 'AL157882.1_tpm_unstranded', 'LINC01789_tpm_unstranded', 'AC010157.1_tpm_unstranded', 'AC023669.1_tpm_unstranded', 'LYST-AS1_tpm_unstranded', 'LINC02627_tpm_unstranded', 'LINC00362_tpm_unstranded', 'LINC02766_tpm_unstranded', 'ALG13-AS1_tpm_unstranded', 'AC136489.1_tpm_unstranded', 'AC012494.2_tpm_unstranded', 'AL450327.1_tpm_unstranded', 'AC105053.1_tpm_unstranded', 'AL391863.1_tpm_unstranded', 'AC068580.1_tpm_unstranded', 'LINC00404_tpm_unstranded', 'MYCBP2-AS2_tpm_unstranded', 'LINC01523_tpm_unstranded', 'AC053503.1_tpm_unstranded', 'AC119677.1_tpm_unstranded', 'RABGAP1L-AS1_tpm_unstranded', 'AC003986.1_tpm_unstranded', 'LINC02572_tpm_unstranded', 'LINC01739_tpm_unstranded', 'PANK2-AS1_tpm_unstranded', 'AC010163.1_tpm_unstranded', 'LINC00428_tpm_unstranded', 'AC012445.1_tpm_unstranded', 'LINC00379_tpm_unstranded', 'SACS-AS1_tpm_unstranded', 'LINC01204_tpm_unstranded', 'LINC02264_tpm_unstranded', 'AL356753.1_tpm_unstranded', 'LINC00358_tpm_unstranded', 'AL358074.1_tpm_unstranded', 'AL158825.2_tpm_unstranded', 'AL596087.2_tpm_unstranded', 'ACVR2B-AS1_tpm_unstranded', 'AC006017.1_tpm_unstranded', 'LINC00411_tpm_unstranded', 'AL391336.1_tpm_unstranded', 'AC004014.1_tpm_unstranded', 'LINC01718_tpm_unstranded', 'AL137027.1_tpm_unstranded', 'LINC01079_tpm_unstranded', 'LINC02851_tpm_unstranded', 'LINC01501_tpm_unstranded', 'AC011287.1_tpm_unstranded', 'MBNL1-AS1_tpm_unstranded', 'LINC01822_tpm_unstranded', 'AC016877.1_tpm_unstranded', 'AC073115.1_tpm_unstranded', 'LINC01264_tpm_unstranded', 'LINC01758_tpm_unstranded', 'AC087857.1_tpm_unstranded', 'LINC00280_tpm_unstranded', 'AL109914.1_tpm_unstranded', 'MYOSLID_tpm_unstranded', 'LINC02681_tpm_unstranded', 'LINC02526_tpm_unstranded', 'ITGB1-DT_tpm_unstranded', 'AC004975.2_tpm_unstranded', 'AL137186.1_tpm_unstranded', 'MAST4-AS1_tpm_unstranded', 'LINC01150_tpm_unstranded', 'AL450322.2_tpm_unstranded', 'Z73495.1_tpm_unstranded', 'AC007327.2_tpm_unstranded', 'CRPPA-AS1_tpm_unstranded', 'SOS1-IT1_tpm_unstranded', 'LINC00484_tpm_unstranded', 'FAM242E_tpm_unstranded', 'AL161636.1_tpm_unstranded', 'AL512366.1_tpm_unstranded', 'AC110615.1_tpm_unstranded', 'MIR194-2HG_tpm_unstranded', 'AL109924.1_tpm_unstranded', 'AL078590.1_tpm_unstranded', 'LINC01054_tpm_unstranded', 'AC013460.1_tpm_unstranded', 'AL136531.1_tpm_unstranded', 'AC019349.1_tpm_unstranded', 'PDC-AS1_tpm_unstranded', 'U91324.1_tpm_unstranded', 'LINC01159_tpm_unstranded', 'AC096649.1_tpm_unstranded', 'AC044781.1_tpm_unstranded', 'AL121910.1_tpm_unstranded', 'AL021396.1_tpm_unstranded', 'AL022337.1_tpm_unstranded', 'AL035665.1_tpm_unstranded', 'AC018866.1_tpm_unstranded', 'LINC02624_tpm_unstranded', 'C4B-AS1_tpm_unstranded', 'AC016751.1_tpm_unstranded', 'UBE2Q1-AS1_tpm_unstranded', 'AC118754.1_tpm_unstranded', 'LINC00388_tpm_unstranded', 'AL356259.1_tpm_unstranded', 'LINC00399_tpm_unstranded', 'AC140481.1_tpm_unstranded', 'LINC01813_tpm_unstranded', 'XIST_tpm_unstranded', 'AC103925.1_tpm_unstranded', 'AL360091.1_tpm_unstranded', 'AC018462.1_tpm_unstranded', 'AC099788.1_tpm_unstranded', 'EMX2OS_tpm_unstranded', 'AC139149.1_tpm_unstranded', 'ARSD-AS1_tpm_unstranded', 'AC019205.1_tpm_unstranded', 'AL357936.1_tpm_unstranded', 'AC008568.1_tpm_unstranded', 'AL121972.1_tpm_unstranded', 'STEAP3-AS1_tpm_unstranded', 'AL359878.2_tpm_unstranded', 'OGFR-AS1_tpm_unstranded', 'CASC20_tpm_unstranded', 'AC091685.1_tpm_unstranded', 'AL450469.1_tpm_unstranded', 'LINC01315_tpm_unstranded', 'TAX1BP1-AS1_tpm_unstranded', 'AL157373.2_tpm_unstranded', 'FOXO6-AS1_tpm_unstranded', 'AL669831.2_tpm_unstranded', 'AC128709.1_tpm_unstranded', 'AL360295.1_tpm_unstranded', 'AC016999.1_tpm_unstranded', 'DOCK9-AS1_tpm_unstranded', 'KIF25-AS1_tpm_unstranded', 'LINC02865_tpm_unstranded', 'AL583803.1_tpm_unstranded', 'AP001043.1_tpm_unstranded', 'LINC00400_tpm_unstranded', 'ATXN1-AS1_tpm_unstranded', 'MYO16-AS2_tpm_unstranded', 'PDE11A-AS1_tpm_unstranded', 'AC133865.1_tpm_unstranded', 'TFAP2A-AS1_tpm_unstranded', 'FLJ31356_tpm_unstranded', 'AL590666.2_tpm_unstranded', 'Z98749.1_tpm_unstranded', 'ZRANB2-AS2_tpm_unstranded', 'AL031687.1_tpm_unstranded', 'AL590483.1_tpm_unstranded', 'AP000221.1_tpm_unstranded', 'AC080129.1_tpm_unstranded', 'MAGEA4-AS1_tpm_unstranded', 'AL136982.2_tpm_unstranded', 'AC007128.1_tpm_unstranded', 'AL022313.3_tpm_unstranded', 'AL118523.1_tpm_unstranded', 'TOB1-AS1_tpm_unstranded', 'LINC01435_tpm_unstranded', 'AL606468.1_tpm_unstranded', 'AP001042.2_tpm_unstranded', 'MIR181A1HG_tpm_unstranded', 'AC022400.2_tpm_unstranded', 'AC093585.1_tpm_unstranded', 'SGSM3-AS1_tpm_unstranded', 'AC006455.5_tpm_unstranded', 'AL359095.1_tpm_unstranded', 'ALMS1-IT1_tpm_unstranded', 'SNAP47-AS1_tpm_unstranded', 'AL049646.1_tpm_unstranded', 'CT70_tpm_unstranded', 'LINC00709_tpm_unstranded', 'AL365184.2_tpm_unstranded', 'NHS-AS1_tpm_unstranded', 'LINC02800_tpm_unstranded', 'AC092813.2_tpm_unstranded', 'AL353742.1_tpm_unstranded', 'AC006357.1_tpm_unstranded', 'IGSF21-AS1_tpm_unstranded', 'LINC00364_tpm_unstranded', 'BIRC6-AS1_tpm_unstranded', 'AL020994.2_tpm_unstranded', 'TRPM2-AS_tpm_unstranded', 'AL360091.2_tpm_unstranded', 'AC010974.1_tpm_unstranded', 'CDC42-IT1_tpm_unstranded', 'AL162231.2_tpm_unstranded', 'PRRT3-AS1_tpm_unstranded', 'AC006059.1_tpm_unstranded', 'AC108025.1_tpm_unstranded', 'TMEM254-AS1_tpm_unstranded', 'AC022535.1_tpm_unstranded', 'TCERG1L-AS1_tpm_unstranded', 'AL606490.3_tpm_unstranded', 'LINC02028_tpm_unstranded', 'AL354793.1_tpm_unstranded', 'AL022316.1_tpm_unstranded', 'LINC02643_tpm_unstranded', 'AC138207.1_tpm_unstranded', 'AGBL4-AS1_tpm_unstranded', 'TPRG1-AS2_tpm_unstranded', 'AL008723.1_tpm_unstranded', 'AL445070.1_tpm_unstranded', 'FGF12-AS2_tpm_unstranded', 'LINC02641_tpm_unstranded', 'LINC01721_tpm_unstranded', 'LINC02812_tpm_unstranded', 'NPAS2-AS1_tpm_unstranded', 'LINC01075_tpm_unstranded', 'HOXB-AS1_tpm_unstranded', 'AL021707.3_tpm_unstranded', 'AF274573.1_tpm_unstranded', 'CEP250-AS1_tpm_unstranded', 'LINC00443_tpm_unstranded', 'BX119904.1_tpm_unstranded', 'AL122010.1_tpm_unstranded', 'AC090957.1_tpm_unstranded', 'LINC01790_tpm_unstranded', 'LINC01149_tpm_unstranded', 'LINC01433_tpm_unstranded', 'SMYD3-IT1_tpm_unstranded', 'C9orf147_tpm_unstranded', 'AC246680.1_tpm_unstranded', 'AC005518.1_tpm_unstranded', 'AC007952.3_tpm_unstranded', 'AL359382.1_tpm_unstranded', 'AP000688.1_tpm_unstranded', 'LINC01840_tpm_unstranded', 'ATXN8OS_tpm_unstranded', 'AL121829.1_tpm_unstranded', 'AC010163.2_tpm_unstranded', 'AF240627.1_tpm_unstranded', 'AL162582.1_tpm_unstranded', 'Z98742.1_tpm_unstranded', 'LINC01753_tpm_unstranded', 'NFE4_tpm_unstranded', 'AC005208.1_tpm_unstranded', 'AL136322.1_tpm_unstranded', 'LINC02603_tpm_unstranded', 'XXYLT1-AS2_tpm_unstranded', 'LINC02525_tpm_unstranded', 'AC092807.1_tpm_unstranded', 'AC013472.1_tpm_unstranded', 'AL358781.2_tpm_unstranded', 'ARMC2-AS1_tpm_unstranded', 'NAALADL2-AS3_tpm_unstranded', 'LINC02370_tpm_unstranded', 'AL590068.2_tpm_unstranded', 'STARD13-IT1_tpm_unstranded', 'AL353743.2_tpm_unstranded', 'AL121718.1_tpm_unstranded', 'AC010422.1_tpm_unstranded', 'HCG24_tpm_unstranded', 'ELOVL2-AS1_tpm_unstranded', 'FEZF1-AS1_tpm_unstranded', 'LINC01284_tpm_unstranded', 'TTLL1-AS1_tpm_unstranded', 'AL136320.1_tpm_unstranded', 'LINC00159_tpm_unstranded', 'LINC01734_tpm_unstranded', 'AL359921.1_tpm_unstranded', 'AC004160.1_tpm_unstranded', 'EXOSC10-AS1_tpm_unstranded', 'AL035250.2_tpm_unstranded', 'AL451129.1_tpm_unstranded', 'DSCR9_tpm_unstranded', 'FAM41C_tpm_unstranded', 'AP000146.1_tpm_unstranded', 'AL136376.1_tpm_unstranded', 'AC012507.1_tpm_unstranded', 'AL118508.1_tpm_unstranded', 'LINC01048_tpm_unstranded', 'AC004835.1_tpm_unstranded', 'AC092667.1_tpm_unstranded', 'LINC01747_tpm_unstranded', 'LINC01972_tpm_unstranded', 'LINC01349_tpm_unstranded', 'LINC01066_tpm_unstranded', 'AL161640.1_tpm_unstranded', 'BZW1-AS1_tpm_unstranded', 'LINC01786_tpm_unstranded', 'LINC00595_tpm_unstranded', 'AL672310.1_tpm_unstranded', 'EMC1-AS1_tpm_unstranded', 'LINC01036_tpm_unstranded', 'ALG14-AS1_tpm_unstranded', 'AC114803.1_tpm_unstranded', 'AL031770.1_tpm_unstranded', 'LINC01650_tpm_unstranded', 'AC004160.2_tpm_unstranded', 'AL136460.1_tpm_unstranded', 'SERPINB9P1_tpm_unstranded', 'AL391119.1_tpm_unstranded', 'ASB15-AS1_tpm_unstranded', 'LINC00276_tpm_unstranded', 'LINC01381_tpm_unstranded', 'U73166.1_tpm_unstranded', 'PROX1-AS1_tpm_unstranded', 'AL078645.1_tpm_unstranded', 'AP000532.2_tpm_unstranded', 'AL135908.1_tpm_unstranded', 'AP000695.1_tpm_unstranded', 'AC124057.1_tpm_unstranded', 'PSMG3-AS1_tpm_unstranded', 'VAV3-AS1_tpm_unstranded', 'AL139383.1_tpm_unstranded', 'AL049651.1_tpm_unstranded', 'AL035409.1_tpm_unstranded', 'AC108463.2_tpm_unstranded', 'MKX-AS1_tpm_unstranded', 'AL354824.1_tpm_unstranded', 'THAP7-AS1_tpm_unstranded', 'AC092580.2_tpm_unstranded', 'AL589642.2_tpm_unstranded', 'LINC01756_tpm_unstranded', 'LINC01799_tpm_unstranded', 'AC073370.1_tpm_unstranded', 'LIMD1-AS1_tpm_unstranded', 'AC091133.1_tpm_unstranded', 'AL356234.2_tpm_unstranded', 'AL392046.1_tpm_unstranded', 'AL360268.1_tpm_unstranded', 'AL158071.2_tpm_unstranded', 'AOAH-IT1_tpm_unstranded', 'LINC00102_tpm_unstranded', 'ERLNC1_tpm_unstranded', 'AC021078.1_tpm_unstranded', 'AC092162.2_tpm_unstranded', 'AL450326.1_tpm_unstranded', 'AL121757.1_tpm_unstranded', 'ZNF32-AS2_tpm_unstranded', 'AC114763.2_tpm_unstranded', 'LINC02639_tpm_unstranded', 'AC013286.1_tpm_unstranded', 'LINC02580_tpm_unstranded', 'FTX_tpm_unstranded', 'AL136164.1_tpm_unstranded', 'AC018495.1_tpm_unstranded', 'AC073188.3_tpm_unstranded', 'AC092683.1_tpm_unstranded', 'AC004039.1_tpm_unstranded', 'HM13-AS1_tpm_unstranded', 'AL139220.2_tpm_unstranded', 'AC104461.1_tpm_unstranded', 'Z97205.1_tpm_unstranded', 'AL160408.3_tpm_unstranded', 'DNM3OS_tpm_unstranded', 'AL353152.1_tpm_unstranded', 'USP12-AS2_tpm_unstranded', 'LINC01818_tpm_unstranded', 'AC022816.1_tpm_unstranded', 'AL138831.1_tpm_unstranded', 'AC024084.1_tpm_unstranded', 'RGPD4-AS1_tpm_unstranded', 'KLHL7-DT_tpm_unstranded', 'FAM224B_tpm_unstranded', 'AL844175.1_tpm_unstranded', 'AL353803.2_tpm_unstranded', 'ENO1-AS1_tpm_unstranded', 'AC004869.1_tpm_unstranded', 'AL158207.2_tpm_unstranded', 'AC067945.1_tpm_unstranded', 'AL008626.1_tpm_unstranded', 'AC013402.1_tpm_unstranded', 'AL450003.1_tpm_unstranded', 'AC012462.3_tpm_unstranded', 'AC011753.2_tpm_unstranded', 'AC105935.2_tpm_unstranded', 'AL645608.2_tpm_unstranded', 'MYOM3-AS1_tpm_unstranded', 'AL021940.1_tpm_unstranded', 'AC104024.1_tpm_unstranded', 'LINC00332_tpm_unstranded', 'AL355526.1_tpm_unstranded', 'LINC02644_tpm_unstranded', 'LINC01001_tpm_unstranded', 'AL035252.2_tpm_unstranded', 'AL590093.1_tpm_unstranded', 'AL160270.1_tpm_unstranded', 'AC074011.1_tpm_unstranded', 'AL589745.1_tpm_unstranded', 'AC016949.1_tpm_unstranded', 'AC092171.2_tpm_unstranded', 'AC093423.2_tpm_unstranded', 'AL021937.1_tpm_unstranded', 'AC106870.2_tpm_unstranded', 'Z82173.1_tpm_unstranded', 'AC006007.1_tpm_unstranded', 'AC021188.1_tpm_unstranded', 'MEIS1-AS2_tpm_unstranded', 'AC007036.2_tpm_unstranded', 'ZNF341-AS1_tpm_unstranded', 'AC095032.2_tpm_unstranded', 'LINC01676_tpm_unstranded', 'AC092650.1_tpm_unstranded', 'AL807761.4_tpm_unstranded', 'ARHGAP26-IT1_tpm_unstranded', 'AC012456.2_tpm_unstranded', 'AF015720.1_tpm_unstranded', 'FOXD3-AS1_tpm_unstranded', 'AC097532.1_tpm_unstranded', 'AL132709.7_tpm_unstranded', 'SRGAP2-AS1_tpm_unstranded', 'AL807757.1_tpm_unstranded', 'LINC01362_tpm_unstranded', 'AC005532.1_tpm_unstranded', 'AL390774.2_tpm_unstranded', 'ARPP21-AS1_tpm_unstranded', 'AC007349.2_tpm_unstranded', 'AC068580.2_tpm_unstranded', 'LINC01293_tpm_unstranded', 'LINC01614_tpm_unstranded', 'AL139824.1_tpm_unstranded', 'ZNF674-AS1_tpm_unstranded', 'AL158154.2_tpm_unstranded', 'AL360268.2_tpm_unstranded', 'LINC02857_tpm_unstranded', 'AC099567.1_tpm_unstranded', 'LINC02558_tpm_unstranded', 'LINC00486_tpm_unstranded', 'AL445933.2_tpm_unstranded', 'LINC00692_tpm_unstranded', 'AL133284.1_tpm_unstranded', 'AL604028.1_tpm_unstranded', 'AL596087.3_tpm_unstranded', 'MAGEA8-AS1_tpm_unstranded', 'AL591074.1_tpm_unstranded', 'AL391807.1_tpm_unstranded', 'AL021707.4_tpm_unstranded', 'DPP4-DT_tpm_unstranded', 'AL513422.1_tpm_unstranded', 'HAO2-IT1_tpm_unstranded', 'AL079301.1_tpm_unstranded', 'LINC00309_tpm_unstranded', 'AL139241.1_tpm_unstranded', 'MIR205HG_tpm_unstranded', 'AC002386.1_tpm_unstranded', 'LINC02541_tpm_unstranded', 'AC026202.1_tpm_unstranded', 'LINC01507_tpm_unstranded', 'AP000356.1_tpm_unstranded', 'AC099344.1_tpm_unstranded', 'AL929472.2_tpm_unstranded', 'AL109910.1_tpm_unstranded', 'LINC01520_tpm_unstranded', 'AL133387.2_tpm_unstranded', 'AC084149.1_tpm_unstranded', 'LINC02090_tpm_unstranded', 'HHATL-AS1_tpm_unstranded', 'AP001116.1_tpm_unstranded', 'AC012355.1_tpm_unstranded', 'LINC00160_tpm_unstranded', 'AL049649.1_tpm_unstranded', 'AC092625.1_tpm_unstranded', 'AL121672.1_tpm_unstranded', 'SCTR-AS1_tpm_unstranded', 'AL049594.1_tpm_unstranded', 'LINC00373_tpm_unstranded', 'LINC00326_tpm_unstranded', 'AC092431.1_tpm_unstranded', 'LINC00271_tpm_unstranded', 'LINC01804_tpm_unstranded', 'AL355303.1_tpm_unstranded', 'LINC01911_tpm_unstranded', 'AL360227.1_tpm_unstranded', 'AL109917.1_tpm_unstranded', 'AL353614.1_tpm_unstranded', 'AC093833.1_tpm_unstranded', 'LINC02522_tpm_unstranded', 'AC096637.2_tpm_unstranded', 'LINC00395_tpm_unstranded', 'AC103563.2_tpm_unstranded', 'THBS3-AS1_tpm_unstranded', 'AL590133.1_tpm_unstranded', 'HCG18_tpm_unstranded', 'AL157414.2_tpm_unstranded', 'KIF5C-AS1_tpm_unstranded', 'AL592161.1_tpm_unstranded', 'AL078587.1_tpm_unstranded', 'LINC02655_tpm_unstranded', 'AC011747.1_tpm_unstranded', 'MIR4422HG_tpm_unstranded', 'AC012513.1_tpm_unstranded', 'AC008154.2_tpm_unstranded', 'AL035588.1_tpm_unstranded', 'AC022395.1_tpm_unstranded', 'ECE1-AS1_tpm_unstranded', 'LINC01436_tpm_unstranded', 'LINC01508_tpm_unstranded', 'FO393408.1_tpm_unstranded', 'AL035587.1_tpm_unstranded', 'AC078842.2_tpm_unstranded', 'AL031666.1_tpm_unstranded', 'AF129075.1_tpm_unstranded', 'AL137856.1_tpm_unstranded', 'LNCAROD_tpm_unstranded', 'AC022537.1_tpm_unstranded', 'HAR1B_tpm_unstranded', 'TCF7L1-IT1_tpm_unstranded', 'AC009987.1_tpm_unstranded', 'BX005214.2_tpm_unstranded', 'TTTY3_tpm_unstranded', 'AL157378.1_tpm_unstranded', 'AL354979.1_tpm_unstranded', 'DNAH8-AS1_tpm_unstranded', 'MORF4L2-AS1_tpm_unstranded', 'AC093702.1_tpm_unstranded', 'KLF3-AS1_tpm_unstranded', 'CSMD2-AS1_tpm_unstranded', 'AC002451.1_tpm_unstranded', 'LINC01098_tpm_unstranded', 'AC007099.1_tpm_unstranded', 'AC116609.2_tpm_unstranded', 'LINC01720_tpm_unstranded', 'LINC00852_tpm_unstranded', 'AL357832.1_tpm_unstranded', 'AC007003.1_tpm_unstranded', 'SPRY4-AS1_tpm_unstranded', 'AL356056.2_tpm_unstranded', 'AL139819.1_tpm_unstranded', 'AC013448.1_tpm_unstranded', 'AL157884.2_tpm_unstranded', 'FARP1-AS1_tpm_unstranded', 'AF127577.2_tpm_unstranded', 'AC011752.1_tpm_unstranded', 'ZBTB46-AS1_tpm_unstranded', 'COMETT_tpm_unstranded', 'AL590399.3_tpm_unstranded', 'GS1-600G8.3_tpm_unstranded', 'LINC01593_tpm_unstranded', 'TRIM31-AS1_tpm_unstranded', 'AC006450.1_tpm_unstranded', 'LINC01423_tpm_unstranded', 'CFAP58-DT_tpm_unstranded', 'AP001605.1_tpm_unstranded', 'LINC00349_tpm_unstranded', 'AC116038.1_tpm_unstranded', 'LINC02884_tpm_unstranded', 'FAM242D_tpm_unstranded', 'ITPR1-DT_tpm_unstranded', 'AC099792.1_tpm_unstranded', 'LINC01640_tpm_unstranded', 'AC005009.1_tpm_unstranded', 'TRERNA1_tpm_unstranded', 'AC010745.3_tpm_unstranded', 'AL122008.1_tpm_unstranded', 'APCDD1L-DT_tpm_unstranded', 'AC106799.1_tpm_unstranded', 'AC004888.1_tpm_unstranded', 'AL627443.1_tpm_unstranded', 'MANCR_tpm_unstranded', 'SGO1-AS1_tpm_unstranded', 'AC112484.1_tpm_unstranded', 'TBL1XR1-AS1_tpm_unstranded', 'MAP4K3-DT_tpm_unstranded', 'AP000696.1_tpm_unstranded', 'LINC02662_tpm_unstranded', 'LINC01816_tpm_unstranded', 'AL031772.1_tpm_unstranded', 'OOEP-AS1_tpm_unstranded', 'EML6-AS1_tpm_unstranded', 'AC017006.1_tpm_unstranded', 'LINC01160_tpm_unstranded', 'AP000302.1_tpm_unstranded', 'AL355516.1_tpm_unstranded', 'LINC01712_tpm_unstranded', 'WARS2-AS1_tpm_unstranded', 'LINC02613_tpm_unstranded', 'GNA14-AS1_tpm_unstranded', 'FGF12-AS1_tpm_unstranded', 'AL357874.2_tpm_unstranded', 'AC099681.2_tpm_unstranded', 'AC023481.1_tpm_unstranded', 'AC099344.2_tpm_unstranded', 'AL008638.1_tpm_unstranded', 'GORAB-AS1_tpm_unstranded', 'AC005392.2_tpm_unstranded', 'AL356289.1_tpm_unstranded', 'AC005090.1_tpm_unstranded', 'LINC00689_tpm_unstranded', 'LINC01817_tpm_unstranded', 'AC011840.1_tpm_unstranded', 'LINC01516_tpm_unstranded', 'BX284613.2_tpm_unstranded', 'FILNC1_tpm_unstranded', 'LINC01445_tpm_unstranded', 'LINC00396_tpm_unstranded', 'LINC01750_tpm_unstranded', 'WASIR2_tpm_unstranded', 'AL358176.4_tpm_unstranded', 'DST-AS1_tpm_unstranded', 'AC244102.1_tpm_unstranded', 'LINC01305_tpm_unstranded', 'AL365204.1_tpm_unstranded', 'AL022314.1_tpm_unstranded', 'RB1-DT_tpm_unstranded', 'AC074389.2_tpm_unstranded', 'AC004448.1_tpm_unstranded', 'AC105450.1_tpm_unstranded', 'AP006285.1_tpm_unstranded', 'AP003774.1_tpm_unstranded', 'AL121885.3_tpm_unstranded', 'AL136369.2_tpm_unstranded', 'AC108868.1_tpm_unstranded', 'LINC01353_tpm_unstranded', 'AL162253.1_tpm_unstranded', 'LINC02782_tpm_unstranded', 'AC006003.1_tpm_unstranded', 'AC007285.1_tpm_unstranded', 'AL162385.2_tpm_unstranded', 'FAM27C_tpm_unstranded', 'FAM225A_tpm_unstranded', 'LINC02779_tpm_unstranded', 'AL157932.1_tpm_unstranded', 'LINC01249_tpm_unstranded', 'AL391840.1_tpm_unstranded', 'FBXO36-IT1_tpm_unstranded', 'LINC00278_tpm_unstranded', 'AC226101.1_tpm_unstranded', 'DPP10-AS3_tpm_unstranded', 'AC010132.1_tpm_unstranded', 'TAB3-AS1_tpm_unstranded', 'AC020718.1_tpm_unstranded', 'CLEC12A-AS1_tpm_unstranded', 'AL139288.1_tpm_unstranded', 'LINC02595_tpm_unstranded', 'LINC02015_tpm_unstranded', 'AL139118.1_tpm_unstranded', 'AC034228.1_tpm_unstranded', 'AC009110.1_tpm_unstranded', 'AC007557.2_tpm_unstranded', 'AL157709.1_tpm_unstranded', 'AL133232.1_tpm_unstranded', 'LINC01363_tpm_unstranded', 'AL357873.1_tpm_unstranded', 'DLEU2_tpm_unstranded', 'AC007098.1_tpm_unstranded', 'AC104462.1_tpm_unstranded', 'AC099568.1_tpm_unstranded', 'AL354733.2_tpm_unstranded', 'AP000855.1_tpm_unstranded', 'ANKRD44-AS1_tpm_unstranded', 'AC013402.2_tpm_unstranded', 'AL133406.2_tpm_unstranded', 'AL592464.1_tpm_unstranded', 'LINC00283_tpm_unstranded', 'AGBL5-AS1_tpm_unstranded', 'LUARIS_tpm_unstranded', 'FSIP2-AS1_tpm_unstranded', 'LINC01698_tpm_unstranded', 'DLG3-AS1_tpm_unstranded', 'AL590428.1_tpm_unstranded', 'AC010731.2_tpm_unstranded', 'RPS6KA2-AS1_tpm_unstranded', 'AL357052.1_tpm_unstranded', 'COA6-AS1_tpm_unstranded', 'LINC01704_tpm_unstranded', 'LINC01307_tpm_unstranded', 'DIRC3_tpm_unstranded', 'LINC00410_tpm_unstranded', 'AL358779.1_tpm_unstranded', 'LINC02723_tpm_unstranded', 'AC020743.2_tpm_unstranded', 'LINC01891_tpm_unstranded', 'AL033397.1_tpm_unstranded', 'LINC01090_tpm_unstranded', 'LINC00574_tpm_unstranded', 'AL592114.3_tpm_unstranded', 'AP002856.2_tpm_unstranded', 'AL354993.1_tpm_unstranded', 'AC004895.1_tpm_unstranded', 'AL451069.2_tpm_unstranded', 'LINC00899_tpm_unstranded', 'AF064860.2_tpm_unstranded', 'AL513348.1_tpm_unstranded', 'LINC02789_tpm_unstranded', 'AL353747.3_tpm_unstranded', 'LINC-PINT_tpm_unstranded', 'AC112907.1_tpm_unstranded', 'TMSB15B-AS1_tpm_unstranded', 'ARHGEF9-IT1_tpm_unstranded', 'AC010976.1_tpm_unstranded', 'AL136985.1_tpm_unstranded', 'LINC01273_tpm_unstranded', 'AL596223.2_tpm_unstranded', 'ABCA9-AS1_tpm_unstranded', 'AL512380.1_tpm_unstranded', 'CHODL-AS1_tpm_unstranded', 'AL449983.1_tpm_unstranded', 'ARHGAP15-AS1_tpm_unstranded', 'AL355312.2_tpm_unstranded', 'DLX6-AS1_tpm_unstranded', 'LINC01354_tpm_unstranded', 'AL035701.1_tpm_unstranded', 'TMEM44-AS1_tpm_unstranded', 'Z93403.1_tpm_unstranded', 'LINC01611_tpm_unstranded', 'AC079896.1_tpm_unstranded', 'LINC00575_tpm_unstranded', 'PIK3CD-AS2_tpm_unstranded', 'AL445228.1_tpm_unstranded', 'AC009542.1_tpm_unstranded', 'ITCH-IT1_tpm_unstranded', 'PCAT7_tpm_unstranded', 'LINC01388_tpm_unstranded', 'AL159166.1_tpm_unstranded', 'LINC00210_tpm_unstranded', 'AC007179.1_tpm_unstranded', 'LINC01198_tpm_unstranded', 'LINC01819_tpm_unstranded', 'AL157834.1_tpm_unstranded', 'AC245140.1_tpm_unstranded', 'TMEM139-AS1_tpm_unstranded', 'AC092832.2_tpm_unstranded', 'MRPS9-AS1_tpm_unstranded', 'AL162377.1_tpm_unstranded', 'AC067945.2_tpm_unstranded', 'AL139393.1_tpm_unstranded', 'AL807752.3_tpm_unstranded', 'AP001625.1_tpm_unstranded', 'AL031848.1_tpm_unstranded', 'IPO9-AS1_tpm_unstranded', 'AC099560.1_tpm_unstranded', 'AC009158.1_tpm_unstranded', 'AL359551.1_tpm_unstranded', 'KF459542.1_tpm_unstranded', 'AL109615.2_tpm_unstranded', 'F10-AS1_tpm_unstranded', 'AL138733.2_tpm_unstranded', 'TRAF3IP2-AS1_tpm_unstranded', 'DARS-AS1_tpm_unstranded', 'AC073316.2_tpm_unstranded', 'AC019185.1_tpm_unstranded', 'MYO3B-AS1_tpm_unstranded', 'AL354754.1_tpm_unstranded', 'AL135923.2_tpm_unstranded', 'AC079354.1_tpm_unstranded', 'IDH1-AS1_tpm_unstranded', 'FO393415.2_tpm_unstranded', 'LINC00387_tpm_unstranded', 'AC007402.1_tpm_unstranded', 'NEBL-AS1_tpm_unstranded', 'AC093734.1_tpm_unstranded', 'MYO18B-AS1_tpm_unstranded', 'FAM242A_tpm_unstranded', 'AC116666.1_tpm_unstranded', 'PGM5P4-AS1_tpm_unstranded', 'PHKA1-AS1_tpm_unstranded', 'HS1BP3-IT1_tpm_unstranded', 'AL161638.1_tpm_unstranded', 'AC004837.3_tpm_unstranded', 'AL031432.1_tpm_unstranded', 'AC007383.2_tpm_unstranded', 'AL662864.1_tpm_unstranded', 'AL731567.1_tpm_unstranded', 'LINC02818_tpm_unstranded', 'MMADHC-DT_tpm_unstranded', 'AL355490.2_tpm_unstranded', 'CT69_tpm_unstranded', 'AL096828.1_tpm_unstranded', 'AL356361.2_tpm_unstranded', 'AC011899.1_tpm_unstranded', 'LINC00415_tpm_unstranded', 'AL354949.1_tpm_unstranded', 'AP000474.1_tpm_unstranded', 'LINC01787_tpm_unstranded', 'AL442224.1_tpm_unstranded', 'AC092802.3_tpm_unstranded', 'EP300-AS1_tpm_unstranded', 'LRRC8C-DT_tpm_unstranded', 'AC108868.2_tpm_unstranded', 'LINC01880_tpm_unstranded', 'AC005537.1_tpm_unstranded', 'DNMT3L-AS1_tpm_unstranded', 'AC074183.1_tpm_unstranded', 'LEF1-AS1_tpm_unstranded', 'LINC01807_tpm_unstranded', 'AC007391.1_tpm_unstranded', 'AL078599.2_tpm_unstranded', 'AC092168.2_tpm_unstranded', 'AL135790.1_tpm_unstranded', 'AL133230.1_tpm_unstranded', 'SILC1_tpm_unstranded', 'LINC01798_tpm_unstranded', 'AC078845.1_tpm_unstranded', 'AC092687.1_tpm_unstranded', 'AC093390.1_tpm_unstranded', 'AC005772.1_tpm_unstranded', 'AL691447.2_tpm_unstranded', 'LINC01063_tpm_unstranded', 'AC004870.4_tpm_unstranded', 'Z82198.2_tpm_unstranded', 'LINC01031_tpm_unstranded', 'LINC01697_tpm_unstranded', 'AL662789.1_tpm_unstranded', 'LARGE-IT1_tpm_unstranded', 'RPS6KA2-IT1_tpm_unstranded', 'LINC01104_tpm_unstranded', 'AL606534.2_tpm_unstranded', 'AL159990.2_tpm_unstranded', 'DCST1-AS1_tpm_unstranded', 'AC012313.1_tpm_unstranded', 'LINC01653_tpm_unstranded', 'RFX3-AS1_tpm_unstranded', 'AL353751.1_tpm_unstranded', 'LINC00384_tpm_unstranded', 'BACH1-AS1_tpm_unstranded', 'AL357375.1_tpm_unstranded', 'AL450469.2_tpm_unstranded', 'AP001057.1_tpm_unstranded', 'AC092966.1_tpm_unstranded', 'NCOA7-AS1_tpm_unstranded', 'NDFIP2-AS1_tpm_unstranded', 'LINC00867_tpm_unstranded', 'AC073257.1_tpm_unstranded', 'AC012593.2_tpm_unstranded', 'RAP2C-AS1_tpm_unstranded', 'USP12-AS1_tpm_unstranded', 'LINC01873_tpm_unstranded', 'LINC00708_tpm_unstranded', 'AL031386.1_tpm_unstranded', 'AL662889.1_tpm_unstranded', 'AL354714.3_tpm_unstranded', 'LINC02181_tpm_unstranded', 'KIF26B-AS1_tpm_unstranded', 'AL157359.2_tpm_unstranded', 'Z99943.1_tpm_unstranded', 'AL596442.1_tpm_unstranded', 'AL158090.1_tpm_unstranded', 'AL353613.1_tpm_unstranded', 'LINC01701_tpm_unstranded', 'AC008440.1_tpm_unstranded', 'LINC01047_tpm_unstranded', 'AC013401.1_tpm_unstranded', 'LINC00865_tpm_unstranded', 'LINC02043_tpm_unstranded', 'AL355499.1_tpm_unstranded', 'AL035415.1_tpm_unstranded', 'AL354994.1_tpm_unstranded', 'AL158166.2_tpm_unstranded', 'LINC02805_tpm_unstranded', 'AL096799.1_tpm_unstranded', 'HSD17B3-AS1_tpm_unstranded', 'GNG12-AS1_tpm_unstranded', 'AL121902.1_tpm_unstranded', 'SLC6A1-AS1_tpm_unstranded', 'AL133260.2_tpm_unstranded', 'AL031674.1_tpm_unstranded', 'AL589935.1_tpm_unstranded', 'GRHL3-AS1_tpm_unstranded', 'AL357514.1_tpm_unstranded', 'FAM215B_tpm_unstranded', 'LNCPRESS1_tpm_unstranded', 'AC012485.2_tpm_unstranded', 'DAOA-AS1_tpm_unstranded', 'AL390856.1_tpm_unstranded', 'AL078590.2_tpm_unstranded', 'LINC02518_tpm_unstranded', 'AC093627.1_tpm_unstranded', 'AC084030.1_tpm_unstranded', 'AL354864.1_tpm_unstranded', 'AC022540.1_tpm_unstranded', 'AL390728.5_tpm_unstranded', 'SEMA3B-AS1_tpm_unstranded', 'AC026320.1_tpm_unstranded', 'VIPR1-AS1_tpm_unstranded', 'AL050404.1_tpm_unstranded', 'AC104777.1_tpm_unstranded', 'AP000281.2_tpm_unstranded', 'AL021391.1_tpm_unstranded', 'AC016910.1_tpm_unstranded', 'AC015712.1_tpm_unstranded', 'AC090696.1_tpm_unstranded', 'AL138830.2_tpm_unstranded', 'AC004882.1_tpm_unstranded', 'LINC00112_tpm_unstranded', 'AL121895.1_tpm_unstranded', 'AC140481.2_tpm_unstranded', 'AC009495.2_tpm_unstranded', 'AL121601.1_tpm_unstranded', 'AL589923.1_tpm_unstranded', 'ELN-AS1_tpm_unstranded', 'BPESC1_tpm_unstranded', 'TTTY19_tpm_unstranded', 'AL360013.2_tpm_unstranded', 'MHENCR_tpm_unstranded', 'AC010745.4_tpm_unstranded', 'EMSLR_tpm_unstranded', 'AL354824.2_tpm_unstranded', 'AC018467.1_tpm_unstranded', 'LINC02777_tpm_unstranded', 'LARS2-AS1_tpm_unstranded', 'LINC01450_tpm_unstranded', 'Z98949.2_tpm_unstranded', 'AL049765.1_tpm_unstranded', 'AL136368.1_tpm_unstranded', 'NCKAP5-IT1_tpm_unstranded', 'TGFB2-AS1_tpm_unstranded', 'RPL37A-DT_tpm_unstranded', 'RASA3-IT1_tpm_unstranded', 'OSBPL10-AS1_tpm_unstranded', 'AL161912.1_tpm_unstranded', 'AP005273.1_tpm_unstranded', 'ST3GAL5-AS1_tpm_unstranded', 'AP000233.2_tpm_unstranded', 'AC074366.1_tpm_unstranded', 'AL353807.2_tpm_unstranded', 'GCSIR_tpm_unstranded', 'AC073323.1_tpm_unstranded', 'LINC02802_tpm_unstranded', 'AL031773.1_tpm_unstranded', 'LIF-AS1_tpm_unstranded', 'AC093673.1_tpm_unstranded', 'AL365436.2_tpm_unstranded', 'AC092810.2_tpm_unstranded', 'LINC00945_tpm_unstranded', 'DPYD-IT1_tpm_unstranded', 'AC253536.3_tpm_unstranded', 'LINC01809_tpm_unstranded', 'AC104088.1_tpm_unstranded', 'AL590609.2_tpm_unstranded', 'KCND3-IT1_tpm_unstranded', 'LINC01549_tpm_unstranded', 'MRTFA-AS1_tpm_unstranded', 'AC079742.1_tpm_unstranded', 'KIAA1614-AS1_tpm_unstranded', 'AL451127.1_tpm_unstranded', 'LINC02642_tpm_unstranded', 'LINC01646_tpm_unstranded', 'AC013727.1_tpm_unstranded', 'AL122034.1_tpm_unstranded', 'TONSL-AS1_tpm_unstranded', 'AC010967.2_tpm_unstranded', 'LINC01412_tpm_unstranded', 'AL683813.1_tpm_unstranded', 'LINC02576_tpm_unstranded', 'AL355304.1_tpm_unstranded', 'MRAP-AS1_tpm_unstranded', 'LINC01517_tpm_unstranded', 'AC092809.2_tpm_unstranded', 'AC079465.1_tpm_unstranded', 'AL360267.1_tpm_unstranded', 'AL390294.1_tpm_unstranded', 'AL354892.2_tpm_unstranded', 'AC008073.2_tpm_unstranded', 'LINC00385_tpm_unstranded', 'LINC01431_tpm_unstranded', 'AC107214.1_tpm_unstranded', 'LINC01780_tpm_unstranded', 'LINC01656_tpm_unstranded', 'IDI2-AS1_tpm_unstranded', 'CFTR-AS1_tpm_unstranded', 'AC004862.1_tpm_unstranded', 'ZNF687-AS1_tpm_unstranded', 'AL121830.1_tpm_unstranded', 'LINC00665_tpm_unstranded', 'LINC01705_tpm_unstranded', 'AC002511.1_tpm_unstranded', 'AL592430.1_tpm_unstranded', 'ATP11A-AS1_tpm_unstranded', 'LINC00442_tpm_unstranded', 'LINC01628_tpm_unstranded', 'AP001596.1_tpm_unstranded', 'AC012370.1_tpm_unstranded', 'AC017006.2_tpm_unstranded', 'AC254562.2_tpm_unstranded', 'KIZ-AS1_tpm_unstranded', 'LINC01022_tpm_unstranded', 'AC007272.1_tpm_unstranded', 'AC239800.2_tpm_unstranded', 'U52111.1_tpm_unstranded', 'AC211433.1_tpm_unstranded', 'AC097717.1_tpm_unstranded', 'AL353612.1_tpm_unstranded', 'AL607028.1_tpm_unstranded', 'LINC01826_tpm_unstranded', 'LINC02022_tpm_unstranded', 'AC135050.1_tpm_unstranded', 'AL162726.4_tpm_unstranded', 'AL035658.1_tpm_unstranded', 'AC004990.1_tpm_unstranded', 'AC002480.1_tpm_unstranded', 'AL355483.2_tpm_unstranded', 'AC016825.1_tpm_unstranded', 'AL355916.1_tpm_unstranded', 'ITGA6-AS1_tpm_unstranded', 'LINC01162_tpm_unstranded', 'SLCO4A1-AS1_tpm_unstranded', 'AP001610.3_tpm_unstranded', 'AL137186.2_tpm_unstranded', 'TTTY20_tpm_unstranded', 'AL360270.1_tpm_unstranded', 'LINC01717_tpm_unstranded', 'COL4A2-AS1_tpm_unstranded', 'AC073188.4_tpm_unstranded', 'AC003986.2_tpm_unstranded', 'AL445433.2_tpm_unstranded', 'LINC01189_tpm_unstranded', 'AC231533.1_tpm_unstranded', 'LMLN-AS1_tpm_unstranded', 'AC107057.1_tpm_unstranded', 'LINC01700_tpm_unstranded', 'LINC00363_tpm_unstranded', 'PTGES2-AS1_tpm_unstranded', 'AF165147.1_tpm_unstranded', 'SMG7-AS1_tpm_unstranded', 'AC080129.2_tpm_unstranded', 'AL353596.1_tpm_unstranded', 'DPYD-AS1_tpm_unstranded', 'AF127936.1_tpm_unstranded', 'GPC5-AS2_tpm_unstranded', 'AF212831.1_tpm_unstranded', 'AL450344.3_tpm_unstranded', 'RGS5-AS1_tpm_unstranded', 'IQCA1-AS1_tpm_unstranded', 'AL121999.1_tpm_unstranded', 'AL592463.1_tpm_unstranded', 'AL050403.1_tpm_unstranded', 'LINC01166_tpm_unstranded', 'DLGAP4-AS1_tpm_unstranded', 'AL157823.2_tpm_unstranded', 'RERE-AS1_tpm_unstranded', 'PLCE1-AS2_tpm_unstranded', 'LINC01400_tpm_unstranded', 'AC083864.2_tpm_unstranded', 'LINC00342_tpm_unstranded', 'AL157786.1_tpm_unstranded', 'AL359094.2_tpm_unstranded', 'AL157400.2_tpm_unstranded', 'AL589765.2_tpm_unstranded', 'AL158829.1_tpm_unstranded', 'HCG25_tpm_unstranded', 'LINC02543_tpm_unstranded', 'AC002480.2_tpm_unstranded', 'LINC00374_tpm_unstranded', 'SNHG15_tpm_unstranded', 'AL356475.1_tpm_unstranded', 'LINC01737_tpm_unstranded', 'AP001062.2_tpm_unstranded', 'AL591719.2_tpm_unstranded', 'CYP1B1-AS1_tpm_unstranded', 'LINC00327_tpm_unstranded', 'AL161909.2_tpm_unstranded', 'AL355537.1_tpm_unstranded', 'AL139081.1_tpm_unstranded', 'LINC01219_tpm_unstranded', 'GACAT1_tpm_unstranded', 'AL445183.1_tpm_unstranded', 'RGS5_tpm_unstranded', 'VPS13A-AS1_tpm_unstranded', 'TBC1D26-AS1_tpm_unstranded', 'AC018742.1_tpm_unstranded', 'MIR3936HG_tpm_unstranded', 'LINC01725_tpm_unstranded', 'NALCN-AS1_tpm_unstranded', 'SNHG7_tpm_unstranded', 'AL121832.1_tpm_unstranded', 'AL669841.1_tpm_unstranded', 'AC244453.2_tpm_unstranded', 'AC243772.2_tpm_unstranded', 'CASK-AS1_tpm_unstranded', 'PTPRN2-AS1_tpm_unstranded', 'AL049820.1_tpm_unstranded', 'LINC01677_tpm_unstranded', 'LINC01722_tpm_unstranded', 'AL513304.1_tpm_unstranded', 'LINC00884_tpm_unstranded', 'AC016700.1_tpm_unstranded', 'TTLL7-IT1_tpm_unstranded', 'AL136307.1_tpm_unstranded', 'PTCHD1-AS_tpm_unstranded', 'AL391422.2_tpm_unstranded', 'AL663074.1_tpm_unstranded', 'ZFY-AS1_tpm_unstranded', 'GRM3-AS1_tpm_unstranded', 'LINC01271_tpm_unstranded', 'AL355994.3_tpm_unstranded', 'LINC01755_tpm_unstranded', 'AL353764.1_tpm_unstranded', 'AC073094.1_tpm_unstranded', 'BX322234.2_tpm_unstranded', 'LNCARSR_tpm_unstranded', 'LINC00892_tpm_unstranded', 'AC099541.1_tpm_unstranded', 'CCDC144NL-AS1_tpm_unstranded', 'AC095030.1_tpm_unstranded', 'HOXB-AS3_tpm_unstranded', 'AL133329.1_tpm_unstranded', 'GLCCI1-DT_tpm_unstranded', 'AC093797.1_tpm_unstranded', 'LINC00702_tpm_unstranded', 'LINC01007_tpm_unstranded', 'LINC00456_tpm_unstranded', 'LINC01794_tpm_unstranded', 'AL023584.1_tpm_unstranded', 'DIRC3-AS1_tpm_unstranded', 'AL512656.1_tpm_unstranded', 'AL589987.2_tpm_unstranded', 'UBE2E2-AS1_tpm_unstranded', 'LINC01762_tpm_unstranded', 'AC008105.1_tpm_unstranded', 'AL161457.2_tpm_unstranded', 'Z82249.1_tpm_unstranded', 'AL138889.1_tpm_unstranded', 'AC093157.1_tpm_unstranded', 'AC006372.2_tpm_unstranded', 'AC005324.1_tpm_unstranded', 'LINC02634_tpm_unstranded', 'DHCR24-DT_tpm_unstranded', 'LINC00642_tpm_unstranded', 'KCNJ6-AS1_tpm_unstranded', 'AC002511.2_tpm_unstranded', 'LINC01687_tpm_unstranded', 'AC008080.3_tpm_unstranded', 'LINC00167_tpm_unstranded', 'AC133785.1_tpm_unstranded', 'AL513523.3_tpm_unstranded', 'AC016876.1_tpm_unstranded', 'AC079807.1_tpm_unstranded', 'AL592464.2_tpm_unstranded', 'LINC02573_tpm_unstranded', 'LINC00472_tpm_unstranded', 'AL512604.2_tpm_unstranded', 'PHC2-AS1_tpm_unstranded', 'AC233728.1_tpm_unstranded', 'AC007743.1_tpm_unstranded', 'AL355870.1_tpm_unstranded', 'AL390786.1_tpm_unstranded', 'AL356134.1_tpm_unstranded', 'AL590440.1_tpm_unstranded', 'LINC01728_tpm_unstranded', 'AC092447.5_tpm_unstranded', 'AL157944.1_tpm_unstranded', 'AL133343.2_tpm_unstranded', 'TMEM18-DT_tpm_unstranded', 'XXYLT1-AS1_tpm_unstranded', 'LINC01346_tpm_unstranded', 'OSTN-AS1_tpm_unstranded', 'DSCR10_tpm_unstranded', 'LINC02669_tpm_unstranded', 'AL078581.2_tpm_unstranded', 'AL122008.3_tpm_unstranded', 'FAM53B-AS1_tpm_unstranded', 'AC245056.1_tpm_unstranded', 'TLR8-AS1_tpm_unstranded', 'AC018878.1_tpm_unstranded', 'AL139120.1_tpm_unstranded', 'AL139393.2_tpm_unstranded', 'LINC00333_tpm_unstranded', 'AL356124.2_tpm_unstranded', 'LINC00028_tpm_unstranded', 'CHRM3-AS2_tpm_unstranded', 'AL035401.1_tpm_unstranded', 'AC114485.1_tpm_unstranded', 'PDXP-DT_tpm_unstranded', 'AC006019.2_tpm_unstranded', 'AL121956.1_tpm_unstranded', 'AL133480.1_tpm_unstranded', 'AL137076.1_tpm_unstranded', 'AL117382.2_tpm_unstranded', 'AL139002.1_tpm_unstranded', 'CNIH3-AS2_tpm_unstranded', 'IATPR_tpm_unstranded', 'UICLM_tpm_unstranded', 'AP000688.2_tpm_unstranded', 'LINC00841_tpm_unstranded', 'LINC01719_tpm_unstranded', 'AC008063.1_tpm_unstranded', 'LINC01648_tpm_unstranded', 'AC121342.1_tpm_unstranded', 'LINC01046_tpm_unstranded', 'AL592182.1_tpm_unstranded', 'AP000534.1_tpm_unstranded', 'FANK1-AS1_tpm_unstranded', 'LINC01222_tpm_unstranded', 'AL359962.1_tpm_unstranded', 'AL133419.1_tpm_unstranded', 'AC004946.1_tpm_unstranded', 'AC002069.2_tpm_unstranded', 'LINC01783_tpm_unstranded', 'AC005482.1_tpm_unstranded', 'BX664718.1_tpm_unstranded', 'AL009181.1_tpm_unstranded', 'HOTAIRM1_tpm_unstranded', 'LINC02596_tpm_unstranded', 'AL513128.1_tpm_unstranded', 'STXBP5-AS1_tpm_unstranded', 'LINC01077_tpm_unstranded', 'AL445524.1_tpm_unstranded', 'NANOGP11_tpm_unstranded', 'AL360175.1_tpm_unstranded', 'AL390866.1_tpm_unstranded', 'AL031280.1_tpm_unstranded', 'AC017074.2_tpm_unstranded', 'LINC01683_tpm_unstranded', 'AC093579.1_tpm_unstranded', 'FHAD1-AS1_tpm_unstranded', 'AL133325.2_tpm_unstranded', 'SYNJ2-IT1_tpm_unstranded', 'AC104794.2_tpm_unstranded', 'AL021395.1_tpm_unstranded', 'ZNF197-AS1_tpm_unstranded', 'LINC01518_tpm_unstranded', 'AL445644.1_tpm_unstranded', 'AC005162.1_tpm_unstranded', 'AL590490.1_tpm_unstranded', 'LINC01638_tpm_unstranded', 'FAM224A_tpm_unstranded', 'ZNF529-AS1_tpm_unstranded', 'LINC00430_tpm_unstranded', 'HCG21_tpm_unstranded', 'LINC00460_tpm_unstranded', 'AL035604.1_tpm_unstranded', 'AC003035.2_tpm_unstranded', 'AP000943.1_tpm_unstranded', 'AC017104.2_tpm_unstranded', 'AC011294.1_tpm_unstranded', 'DNM3-IT1_tpm_unstranded', 'AL391845.2_tpm_unstranded', 'AL158212.2_tpm_unstranded', 'AC108462.1_tpm_unstranded', 'B4GALT1-AS1_tpm_unstranded', 'LINC00513_tpm_unstranded', 'AL161630.1_tpm_unstranded', 'LINC00690_tpm_unstranded', 'AL592043.1_tpm_unstranded', 'AL020994.3_tpm_unstranded', 'AL022332.1_tpm_unstranded', 'AC069155.1_tpm_unstranded', 'LINC01884_tpm_unstranded', 'AL138789.1_tpm_unstranded', 'LINC02640_tpm_unstranded', 'LINC02609_tpm_unstranded', 'ERI3-IT1_tpm_unstranded', 'LINC01851_tpm_unstranded', 'LINC01392_tpm_unstranded', 'LINC00462_tpm_unstranded', 'AC019068.1_tpm_unstranded', 'DCUN1D2-AS_tpm_unstranded', 'AL359636.1_tpm_unstranded', 'USH2A-AS2_tpm_unstranded', 'LINC01137_tpm_unstranded', 'AL035045.1_tpm_unstranded', 'C4A-AS1_tpm_unstranded', 'AC093326.1_tpm_unstranded', 'AC015923.1_tpm_unstranded', 'PANTR1_tpm_unstranded', 'GPR158-AS1_tpm_unstranded', 'LINC02625_tpm_unstranded', 'ARHGEF7-IT1_tpm_unstranded', 'AL358876.2_tpm_unstranded', 'AL590399.5_tpm_unstranded', 'AC108047.1_tpm_unstranded', 'AL445430.1_tpm_unstranded', 'SPIN4-AS1_tpm_unstranded', 'AC060234.2_tpm_unstranded', 'RNASEH2B-AS1_tpm_unstranded', 'AL356417.2_tpm_unstranded', 'LINC01865_tpm_unstranded', 'AC104688.1_tpm_unstranded', 'PBX1-AS1_tpm_unstranded', 'LINC02579_tpm_unstranded', 'GAS6-AS1_tpm_unstranded', 'TTTY18_tpm_unstranded', 'SLC26A4-AS1_tpm_unstranded', 'AL353689.2_tpm_unstranded', 'AC012506.3_tpm_unstranded', 'MYCNOS_tpm_unstranded', 'AL356309.2_tpm_unstranded', 'LINC01122_tpm_unstranded', 'NRAD1_tpm_unstranded', 'AL929472.3_tpm_unstranded', 'NCKAP5-AS1_tpm_unstranded', 'LINC01765_tpm_unstranded', 'AL359918.2_tpm_unstranded', 'AL031587.2_tpm_unstranded', 'LINC00656_tpm_unstranded', 'AP001628.2_tpm_unstranded', 'AL050344.1_tpm_unstranded', 'DSCAM-IT1_tpm_unstranded', 'AC004947.1_tpm_unstranded', 'CAVIN2-AS1_tpm_unstranded', 'AL109945.1_tpm_unstranded', 'LINC01251_tpm_unstranded', 'AP001442.1_tpm_unstranded', 'AC131011.1_tpm_unstranded', 'LINC01136_tpm_unstranded', 'UFL1-AS1_tpm_unstranded', 'AC139887.1_tpm_unstranded', 'LINC01237_tpm_unstranded', 'AL162727.1_tpm_unstranded', 'AP000695.2_tpm_unstranded', 'ENOX1-AS1_tpm_unstranded', 'AL356311.1_tpm_unstranded', 'AC003985.1_tpm_unstranded', 'AL391839.2_tpm_unstranded', 'MIR4280HG_tpm_unstranded', 'AC005083.1_tpm_unstranded', 'AL132875.2_tpm_unstranded', 'PCDH9-AS4_tpm_unstranded', 'AC079248.1_tpm_unstranded', 'AC093732.1_tpm_unstranded', 'ERCC8-AS1_tpm_unstranded', 'AL513188.1_tpm_unstranded', 'AC022201.2_tpm_unstranded', 'AC103563.7_tpm_unstranded', 'LATS2-AS1_tpm_unstranded', 'AC005304.1_tpm_unstranded', 'POU6F2-AS2_tpm_unstranded', 'LINC02599_tpm_unstranded', 'SHROOM3-AS1_tpm_unstranded', 'AC016907.2_tpm_unstranded', 'AC145543.1_tpm_unstranded', 'DLG5-AS1_tpm_unstranded', 'AL592078.1_tpm_unstranded', 'LINC01680_tpm_unstranded', 'AL772337.2_tpm_unstranded', 'YEATS2-AS1_tpm_unstranded', 'AC007179.2_tpm_unstranded', 'EZR-AS1_tpm_unstranded', 'AC105271.1_tpm_unstranded', 'PDYN-AS1_tpm_unstranded', 'LINC01503_tpm_unstranded', 'AL445623.1_tpm_unstranded', 'LINC01761_tpm_unstranded', 'AC026202.2_tpm_unstranded', 'AC009743.1_tpm_unstranded', 'AL162595.2_tpm_unstranded', 'LINC01694_tpm_unstranded', 'AL591368.1_tpm_unstranded', 'AL591501.1_tpm_unstranded', 'KRTAP5-AS1_tpm_unstranded', 'AL390778.2_tpm_unstranded', 'CTC-338M12.4_tpm_unstranded', 'AL356859.1_tpm_unstranded', 'AC004012.1_tpm_unstranded', 'LINC02650_tpm_unstranded', 'AC009970.1_tpm_unstranded', 'AC079763.1_tpm_unstranded', 'AL359715.1_tpm_unstranded', 'AL157895.1_tpm_unstranded', 'AC004946.2_tpm_unstranded', 'AC092159.2_tpm_unstranded', 'LINC01360_tpm_unstranded', 'LINC02574_tpm_unstranded', 'AC099681.3_tpm_unstranded', 'LINC02590_tpm_unstranded', 'AL022396.1_tpm_unstranded', 'LINC01681_tpm_unstranded', 'AC106706.1_tpm_unstranded', 'DTD1-AS1_tpm_unstranded', 'LINC01425_tpm_unstranded', 'DDX39B-AS1_tpm_unstranded', 'LINC02530_tpm_unstranded', 'AL591212.1_tpm_unstranded', 'AL596451.1_tpm_unstranded', 'AC008278.2_tpm_unstranded', 'AL157834.2_tpm_unstranded', 'EIF2AK3-DT_tpm_unstranded', 'AP000959.1_tpm_unstranded', 'Z95624.1_tpm_unstranded', 'LINC01673_tpm_unstranded', 'AL158151.2_tpm_unstranded', 'LINC00463_tpm_unstranded', 'SPATA17-AS1_tpm_unstranded', 'AC074117.1_tpm_unstranded', 'TPRG1-AS1_tpm_unstranded', 'AJ006995.1_tpm_unstranded', 'AL049552.1_tpm_unstranded', 'AC099654.1_tpm_unstranded', 'AL157392.2_tpm_unstranded', 'AL133465.1_tpm_unstranded', 'AC009468.2_tpm_unstranded', 'LINC02433_tpm_unstranded', 'AL606534.3_tpm_unstranded', 'AL445224.1_tpm_unstranded', 'AC073529.1_tpm_unstranded', 'AL358473.2_tpm_unstranded', 'AL158835.2_tpm_unstranded', 'AC055764.1_tpm_unstranded', 'AL035420.1_tpm_unstranded', 'AC006042.3_tpm_unstranded', 'LINC01675_tpm_unstranded', 'AL035446.1_tpm_unstranded', 'LINC01961_tpm_unstranded', 'AC018511.2_tpm_unstranded', 'LINC02535_tpm_unstranded', 'AL359636.2_tpm_unstranded', 'AL513165.1_tpm_unstranded', 'PABPC5-AS1_tpm_unstranded', 'AC009505.1_tpm_unstranded', 'ARHGEF19-AS1_tpm_unstranded', 'LINC01039_tpm_unstranded', 'LINC01868_tpm_unstranded', 'LINC02645_tpm_unstranded', 'RNASEH1-AS1_tpm_unstranded', 'AC093639.1_tpm_unstranded', 'AL353784.1_tpm_unstranded', 'AC016683.1_tpm_unstranded', 'LINC01114_tpm_unstranded', 'AL353795.2_tpm_unstranded', 'AL731533.1_tpm_unstranded', 'LINC01952_tpm_unstranded', 'LINC01781_tpm_unstranded', 'AC068533.3_tpm_unstranded', 'AC241644.2_tpm_unstranded', 'LINC01283_tpm_unstranded', 'ACSL3-AS1_tpm_unstranded', 'ETV5-AS1_tpm_unstranded', 'LINC01191_tpm_unstranded', 'AC004771.1_tpm_unstranded', 'AL121957.1_tpm_unstranded', 'LINC01830_tpm_unstranded', 'AC005529.1_tpm_unstranded', 'AC006372.3_tpm_unstranded', 'AL451067.1_tpm_unstranded', 'CT66_tpm_unstranded', 'LIX1L-AS1_tpm_unstranded', 'AC003988.1_tpm_unstranded', 'AC244394.3_tpm_unstranded', 'ZFX-AS1_tpm_unstranded', 'KCNH1-IT1_tpm_unstranded', 'BOK-AS1_tpm_unstranded', 'AC022498.1_tpm_unstranded', 'AL512641.1_tpm_unstranded', 'AC012370.2_tpm_unstranded', 'AL138720.1_tpm_unstranded', 'MAP3K5-AS1_tpm_unstranded', 'DEPDC1-AS1_tpm_unstranded', 'LINC01723_tpm_unstranded', 'AC073071.1_tpm_unstranded', 'AC017053.1_tpm_unstranded', 'LINC01641_tpm_unstranded', 'LINC01937_tpm_unstranded', 'LANCL1-AS1_tpm_unstranded', 'LINC01731_tpm_unstranded', 'AC006026.3_tpm_unstranded', 'AC116366.1_tpm_unstranded', 'AC123595.1_tpm_unstranded', 'BACH1-IT3_tpm_unstranded', 'AL390961.1_tpm_unstranded', 'LINC00229_tpm_unstranded', 'CLYBL-AS1_tpm_unstranded', 'AL583859.1_tpm_unstranded', 'LINC01878_tpm_unstranded', 'AL451069.3_tpm_unstranded', 'AC099794.1_tpm_unstranded', 'LINC01505_tpm_unstranded', 'ZNF232-AS1_tpm_unstranded', 'JAZF1-AS1_tpm_unstranded', 'AC007405.1_tpm_unstranded', 'AC009264.1_tpm_unstranded', 'AL391863.2_tpm_unstranded', 'LINC01914_tpm_unstranded', 'OBI1-AS1_tpm_unstranded', 'AC098828.1_tpm_unstranded', 'LINC01426_tpm_unstranded', 'LINC01049_tpm_unstranded', 'AC073188.5_tpm_unstranded', 'AC007278.1_tpm_unstranded', 'USP27X-AS1_tpm_unstranded', 'AL592546.2_tpm_unstranded', 'AL353608.3_tpm_unstranded', 'AL590822.1_tpm_unstranded', 'Z69733.1_tpm_unstranded', 'AC015983.2_tpm_unstranded', 'LINC01250_tpm_unstranded', 'AL138930.1_tpm_unstranded', 'AL139042.1_tpm_unstranded', 'AL022724.2_tpm_unstranded', 'AC023051.1_tpm_unstranded', 'AC007283.1_tpm_unstranded', 'AC092171.3_tpm_unstranded', 'LINC01432_tpm_unstranded', 'FGF14-AS1_tpm_unstranded', 'AC068489.1_tpm_unstranded', 'SLC16A12-AS1_tpm_unstranded', 'AC067960.1_tpm_unstranded', 'MAGI2-AS3_tpm_unstranded', 'AC002064.2_tpm_unstranded', 'AL356010.2_tpm_unstranded', 'AC147651.1_tpm_unstranded', 'MIR3663HG_tpm_unstranded', 'LINC02765_tpm_unstranded', 'AC004231.1_tpm_unstranded', 'ACBD3-AS1_tpm_unstranded', 'AC117945.1_tpm_unstranded', 'AL032821.1_tpm_unstranded', 'RPL34-DT_tpm_unstranded', 'SP2-AS1_tpm_unstranded', 'ERICH3-AS1_tpm_unstranded', 'AP000550.2_tpm_unstranded', 'AL353801.2_tpm_unstranded', 'LINC01506_tpm_unstranded', 'AP000253.1_tpm_unstranded', 'AL109924.2_tpm_unstranded', 'HRAT17_tpm_unstranded', 'PCDH9-AS1_tpm_unstranded', 'AL161719.1_tpm_unstranded', 'AL080313.1_tpm_unstranded', 'AL357127.1_tpm_unstranded', 'LNCTAM34A_tpm_unstranded', 'LINC02020_tpm_unstranded', 'LINC01309_tpm_unstranded', 'AC022431.1_tpm_unstranded', 'LINC00701_tpm_unstranded', 'AL024497.2_tpm_unstranded', 'LINC01800_tpm_unstranded', 'SYNE1-AS1_tpm_unstranded', 'AL355483.3_tpm_unstranded', 'AC009305.1_tpm_unstranded', 'AL356157.1_tpm_unstranded', 'AC019186.1_tpm_unstranded', 'KAZN-AS1_tpm_unstranded', 'AC013733.2_tpm_unstranded', 'AC010096.1_tpm_unstranded', 'CHRM3-AS1_tpm_unstranded', 'MAPKAPK5-AS1_tpm_unstranded', 'AL031584.2_tpm_unstranded', 'C2CD4D-AS1_tpm_unstranded', 'SNRK-AS1_tpm_unstranded', 'AL683807.2_tpm_unstranded', 'LINC00380_tpm_unstranded', 'AL021937.3_tpm_unstranded', 'AC245060.2_tpm_unstranded', 'LINC02093_tpm_unstranded', 'MED14OS_tpm_unstranded', 'AC053503.3_tpm_unstranded', 'AL390763.1_tpm_unstranded', 'AL049651.2_tpm_unstranded', 'AL606970.3_tpm_unstranded', 'PCCA-AS1_tpm_unstranded', 'LRRTM4-AS1_tpm_unstranded', 'LINC00440_tpm_unstranded', 'CHL1-AS1_tpm_unstranded', 'LINC01934_tpm_unstranded', 'LERFS_tpm_unstranded', 'AL445123.1_tpm_unstranded', 'IFT74-AS1_tpm_unstranded', 'AC068058.1_tpm_unstranded', 'ELF3-AS1_tpm_unstranded', 'SDCBP2-AS1_tpm_unstranded', 'AC091730.1_tpm_unstranded', 'AL049749.1_tpm_unstranded', 'EPCAM-DT_tpm_unstranded', 'AL355601.1_tpm_unstranded', 'RIPOR3-AS1_tpm_unstranded', 'AL139289.1_tpm_unstranded', 'TFPI2-DT_tpm_unstranded', 'GPR50-AS1_tpm_unstranded', 'AL161937.1_tpm_unstranded', 'AL139339.1_tpm_unstranded', 'AF015262.1_tpm_unstranded', 'HMGA1P4_tpm_unstranded', 'SEC61G-DT_tpm_unstranded', 'AC060834.2_tpm_unstranded', 'AL713923.1_tpm_unstranded', 'AC009965.1_tpm_unstranded', 'AC005064.1_tpm_unstranded', 'TMEM212-AS1_tpm_unstranded', 'LINC02092_tpm_unstranded', 'LINC01287_tpm_unstranded', 'AP001117.1_tpm_unstranded', 'FAM170B-AS1_tpm_unstranded', 'AL162386.2_tpm_unstranded', 'GAS5_tpm_unstranded', 'LINC02676_tpm_unstranded', 'FOXP4-AS1_tpm_unstranded', 'LINC02817_tpm_unstranded', 'LINC02621_tpm_unstranded', 'AC034228.2_tpm_unstranded', 'AL359378.1_tpm_unstranded', 'LINC01496_tpm_unstranded', 'LINC01052_tpm_unstranded', 'AL611929.1_tpm_unstranded', 'SLC25A25-AS1_tpm_unstranded', 'LINC00412_tpm_unstranded', 'AC105940.2_tpm_unstranded', 'LINC02529_tpm_unstranded', 'BNC2-AS1_tpm_unstranded', 'LINC01103_tpm_unstranded', 'LINC00458_tpm_unstranded', 'AL590369.1_tpm_unstranded', 'AC108448.1_tpm_unstranded', 'AC114730.2_tpm_unstranded', 'AC113607.1_tpm_unstranded', 'LINC01135_tpm_unstranded', 'AL603840.1_tpm_unstranded', 'ECI2-DT_tpm_unstranded', 'AC007314.1_tpm_unstranded', 'AC003084.1_tpm_unstranded', 'NXT1-AS1_tpm_unstranded', 'LINC01239_tpm_unstranded', 'AC008758.2_tpm_unstranded', 'LINC00676_tpm_unstranded', 'SLIT1-AS1_tpm_unstranded', 'AC003958.2_tpm_unstranded', 'AL162394.1_tpm_unstranded', 'AL035258.1_tpm_unstranded', 'LINC02632_tpm_unstranded', 'AL021392.1_tpm_unstranded', 'AC092660.1_tpm_unstranded', 'LINC00163_tpm_unstranded', 'MIR155HG_tpm_unstranded', 'AL022329.1_tpm_unstranded', 'Z82196.1_tpm_unstranded', 'Z82214.1_tpm_unstranded', 'SOX9-AS1_tpm_unstranded', 'AL135937.1_tpm_unstranded', 'AC007879.3_tpm_unstranded', 'SNHG20_tpm_unstranded', 'AC016027.2_tpm_unstranded', 'AL360091.3_tpm_unstranded', 'AC098484.2_tpm_unstranded', 'AL157387.1_tpm_unstranded', 'LINC01827_tpm_unstranded', 'AC006450.2_tpm_unstranded', 'LINC01659_tpm_unstranded', 'AC018685.2_tpm_unstranded', 'AC010883.1_tpm_unstranded', 'AC012668.2_tpm_unstranded', 'AC023128.1_tpm_unstranded', 'GRID1-AS1_tpm_unstranded', 'AC092839.1_tpm_unstranded', 'LINC02623_tpm_unstranded', 'GTF3C2-AS1_tpm_unstranded', 'LINC01524_tpm_unstranded', 'AC104667.2_tpm_unstranded', 'LINC02674_tpm_unstranded', 'AL138799.3_tpm_unstranded', 'LINC02539_tpm_unstranded', 'AL133415.1_tpm_unstranded', 'LINC00700_tpm_unstranded', 'AL357558.2_tpm_unstranded', 'LINC02658_tpm_unstranded', 'AC074389.3_tpm_unstranded', 'Z82185.1_tpm_unstranded', 'AL731661.1_tpm_unstranded', 'LINC01849_tpm_unstranded', 'AC016745.1_tpm_unstranded', 'AC244453.3_tpm_unstranded', 'AL450468.1_tpm_unstranded', 'LINC01883_tpm_unstranded', 'AL512622.1_tpm_unstranded', 'AL353651.1_tpm_unstranded', 'SEMA3F-AS1_tpm_unstranded', 'AL390783.1_tpm_unstranded', 'AL591848.1_tpm_unstranded', 'AP001626.1_tpm_unstranded', 'AC097468.2_tpm_unstranded', 'DPP10-AS1_tpm_unstranded', 'AC068580.3_tpm_unstranded', 'MNX1-AS2_tpm_unstranded', 'BMP7-AS1_tpm_unstranded', 'DAAM2-AS1_tpm_unstranded', 'AC005234.1_tpm_unstranded', 'AL445193.2_tpm_unstranded', 'SMARCAL1-AS1_tpm_unstranded', 'AC016751.2_tpm_unstranded', 'LINC00940_tpm_unstranded', 'MLIP-AS1_tpm_unstranded', 'AL357497.1_tpm_unstranded', 'AL021154.1_tpm_unstranded', 'LINC01777_tpm_unstranded', 'AC010983.1_tpm_unstranded', 'ZMYND10-AS1_tpm_unstranded', 'AC008175.1_tpm_unstranded', 'AC009303.2_tpm_unstranded', 'AC062015.1_tpm_unstranded', 'ARNILA_tpm_unstranded', 'AC073842.1_tpm_unstranded', 'AC231981.1_tpm_unstranded', 'ZRANB2-AS1_tpm_unstranded', 'AC091153.2_tpm_unstranded', 'FNDC1-IT1_tpm_unstranded', 'BX324167.1_tpm_unstranded', 'ID2-AS1_tpm_unstranded', 'AC118555.1_tpm_unstranded', 'LINC00330_tpm_unstranded', 'AL138731.1_tpm_unstranded', 'AL157400.3_tpm_unstranded', 'Z97192.3_tpm_unstranded', 'AL138895.1_tpm_unstranded', 'BSN-AS1_tpm_unstranded', 'AL645504.1_tpm_unstranded', 'AL121974.1_tpm_unstranded', 'DSCAM-AS1_tpm_unstranded', 'AC128709.2_tpm_unstranded', 'AC068286.1_tpm_unstranded', 'TP73-AS2_tpm_unstranded', 'AL445931.1_tpm_unstranded', 'AC003984.1_tpm_unstranded', 'AC026391.1_tpm_unstranded', 'LINC02532_tpm_unstranded', 'AL445235.1_tpm_unstranded', 'AC114498.1_tpm_unstranded', 'AC096659.1_tpm_unstranded', 'AC131097.3_tpm_unstranded', 'AL353052.1_tpm_unstranded', 'FP325330.1_tpm_unstranded', 'AC087430.1_tpm_unstranded', 'AL121672.2_tpm_unstranded', 'LINC02248_tpm_unstranded', 'LINC01440_tpm_unstranded', 'AL078581.3_tpm_unstranded', 'LINC01366_tpm_unstranded', 'LINC00601_tpm_unstranded', 'AL031727.2_tpm_unstranded', 'AL034405.1_tpm_unstranded', 'NUCB1-AS1_tpm_unstranded', 'AC009495.3_tpm_unstranded', 'AC005871.1_tpm_unstranded', 'LINC01702_tpm_unstranded', 'LINC02578_tpm_unstranded', 'LINC01525_tpm_unstranded', 'AL162724.2_tpm_unstranded', 'AL022318.1_tpm_unstranded', 'FAM83C-AS1_tpm_unstranded', 'AL592431.1_tpm_unstranded', 'LINC00383_tpm_unstranded', 'AC137630.2_tpm_unstranded', 'Z82188.2_tpm_unstranded', 'AC010982.1_tpm_unstranded', 'DANT2_tpm_unstranded', 'AL360181.2_tpm_unstranded', 'AL020993.1_tpm_unstranded', 'ITGA9-AS1_tpm_unstranded', 'KDM5C-IT1_tpm_unstranded', 'AL928921.1_tpm_unstranded', 'LINC02331_tpm_unstranded', 'Z97353.2_tpm_unstranded', 'AF127577.3_tpm_unstranded', 'AC069079.1_tpm_unstranded', 'MCF2L-AS1_tpm_unstranded', 'AL713851.1_tpm_unstranded', 'SMIM2-IT1_tpm_unstranded', 'AC099329.1_tpm_unstranded', 'AL109838.1_tpm_unstranded', 'AC114814.2_tpm_unstranded', 'LINC01634_tpm_unstranded', 'AC145207.1_tpm_unstranded', 'AL354733.3_tpm_unstranded', 'THRA1/BTR_tpm_unstranded', 'AL023495.1_tpm_unstranded', 'LINC01281_tpm_unstranded', 'HM13-IT1_tpm_unstranded', 'LINC00957_tpm_unstranded', 'AC012360.1_tpm_unstranded', 'AC007556.1_tpm_unstranded', 'B3GALT1-AS1_tpm_unstranded', 'AC093083.1_tpm_unstranded', 'LINC01665_tpm_unstranded', 'AC114730.3_tpm_unstranded', 'AL592466.1_tpm_unstranded', 'LINC01621_tpm_unstranded', 'AC093151.2_tpm_unstranded', 'AC016292.1_tpm_unstranded', 'LINC01055_tpm_unstranded', 'AL596202.1_tpm_unstranded', 'LINC02154_tpm_unstranded', 'AL583805.2_tpm_unstranded', 'EPN2-AS1_tpm_unstranded', 'AL135902.1_tpm_unstranded', 'AC114808.1_tpm_unstranded', 'CYMP-AS1_tpm_unstranded', 'AL157896.1_tpm_unstranded', 'TTTY4B_tpm_unstranded', 'AC005808.1_tpm_unstranded', 'AC010149.1_tpm_unstranded', 'AL133481.1_tpm_unstranded', 'AC006159.1_tpm_unstranded', 'AC010991.1_tpm_unstranded', 'AL391883.1_tpm_unstranded', 'AC096666.1_tpm_unstranded', 'LINC01278_tpm_unstranded', 'AC016027.3_tpm_unstranded', 'LINC02791_tpm_unstranded', 'LURAP1L-AS1_tpm_unstranded', 'AC079760.1_tpm_unstranded', 'IQCF5-AS1_tpm_unstranded', 'AC003001.1_tpm_unstranded', 'AC007652.1_tpm_unstranded', 'NEURL1-AS1_tpm_unstranded', 'LINC01664_tpm_unstranded', 'AC013270.1_tpm_unstranded', 'UBE2R2-AS1_tpm_unstranded', 'GYG2-AS1_tpm_unstranded', 'JARID2-AS1_tpm_unstranded', 'LINC01889_tpm_unstranded', 'LINC01221_tpm_unstranded', 'LINC01967_tpm_unstranded', 'AL590705.2_tpm_unstranded', 'AC007422.1_tpm_unstranded', 'AC012506.4_tpm_unstranded', 'AC073046.1_tpm_unstranded', 'AC105942.1_tpm_unstranded', 'AC079799.1_tpm_unstranded', 'TAB3-AS2_tpm_unstranded', 'L3MBTL2-AS1_tpm_unstranded', 'AC011196.1_tpm_unstranded', 'LINC01815_tpm_unstranded', 'AC010978.1_tpm_unstranded', 'AL135924.2_tpm_unstranded', 'AL355990.1_tpm_unstranded', 'HIPK1-AS1_tpm_unstranded', 'AGAP1-IT1_tpm_unstranded', 'AC087294.1_tpm_unstranded', 'MSC-AS1_tpm_unstranded', 'LINC00402_tpm_unstranded', 'AL360089.1_tpm_unstranded', 'TRDN-AS1_tpm_unstranded', 'AC009411.2_tpm_unstranded', 'AL078602.1_tpm_unstranded', 'AC103923.1_tpm_unstranded', 'AC002310.1_tpm_unstranded', 'AL445183.2_tpm_unstranded', 'AP000477.2_tpm_unstranded', 'LINC00533_tpm_unstranded', 'AL353615.1_tpm_unstranded', 'Z99758.1_tpm_unstranded', 'LINC01871_tpm_unstranded', 'AC007731.2_tpm_unstranded', 'AC008268.1_tpm_unstranded', 'AC011247.1_tpm_unstranded', 'GNAS-AS1_tpm_unstranded', 'RBMS3-AS1_tpm_unstranded', 'LINC01102_tpm_unstranded', 'BARX1-DT_tpm_unstranded', 'AF127577.4_tpm_unstranded', 'AC013448.2_tpm_unstranded', 'AL353681.1_tpm_unstranded', 'AJ239322.1_tpm_unstranded', 'AC020743.3_tpm_unstranded', 'LINC00494_tpm_unstranded', 'AL138957.1_tpm_unstranded', 'TNR-IT1_tpm_unstranded', 'AC090952.1_tpm_unstranded', 'AC016644.1_tpm_unstranded', 'AC069023.1_tpm_unstranded', 'LINC01647_tpm_unstranded', 'LINC02651_tpm_unstranded', 'FBXO30-DT_tpm_unstranded', 'AL391987.4_tpm_unstranded', 'LINC00345_tpm_unstranded', 'MIR670HG_tpm_unstranded', 'SAPCD1-AS1_tpm_unstranded', 'LINC00298_tpm_unstranded', 'CHN2-AS1_tpm_unstranded', 'SNTG2-AS1_tpm_unstranded', 'LINC00894_tpm_unstranded', 'DICER1-AS1_tpm_unstranded', 'TRIM67-AS1_tpm_unstranded', 'DPP10-AS2_tpm_unstranded', 'AC009299.2_tpm_unstranded', 'AC007389.2_tpm_unstranded', 'AC010148.1_tpm_unstranded', 'AC007349.3_tpm_unstranded', 'LINC02250_tpm_unstranded', 'AL031275.1_tpm_unstranded', 'PHACTR2-AS1_tpm_unstranded', 'LINC02784_tpm_unstranded', 'AL139231.1_tpm_unstranded', 'AL390860.1_tpm_unstranded', 'MSH2-OT1_tpm_unstranded', 'LINC00607_tpm_unstranded', 'AP001625.2_tpm_unstranded', 'AC023347.1_tpm_unstranded', 'DPYD-AS2_tpm_unstranded', 'AC079779.3_tpm_unstranded', 'LINC02569_tpm_unstranded', 'AL031429.1_tpm_unstranded', 'AL109767.1_tpm_unstranded', 'ZNRF3-IT1_tpm_unstranded', 'PEF1-AS1_tpm_unstranded', 'AC093157.2_tpm_unstranded', 'HCFC1-AS1_tpm_unstranded', 'AF241728.1_tpm_unstranded', 'AL672032.1_tpm_unstranded', 'AL136099.1_tpm_unstranded', 'AL158828.1_tpm_unstranded', 'AL109935.1_tpm_unstranded', 'OLMALINC_tpm_unstranded', 'LINC00837_tpm_unstranded', 'SRGAP3-AS4_tpm_unstranded', 'BHLHE40-AS1_tpm_unstranded', 'Z93022.1_tpm_unstranded', 'AC073333.1_tpm_unstranded', 'AC012363.2_tpm_unstranded', 'AL390961.2_tpm_unstranded', 'AC098649.1_tpm_unstranded', 'RMDN2-AS1_tpm_unstranded', 'HS6ST2-AS1_tpm_unstranded', 'AC005540.1_tpm_unstranded', 'AL359195.1_tpm_unstranded', 'AL590648.2_tpm_unstranded', 'GSN-AS1_tpm_unstranded', 'AC078777.1_tpm_unstranded', 'ARHGEF7-AS2_tpm_unstranded', 'AL158832.1_tpm_unstranded', 'AC114776.1_tpm_unstranded', 'LINC00941_tpm_unstranded', 'LINC01828_tpm_unstranded', 'AC006055.1_tpm_unstranded', 'LINC02799_tpm_unstranded', 'AF064858.1_tpm_unstranded', 'TSPEAR-AS1_tpm_unstranded', 'TM4SF19-AS1_tpm_unstranded', 'LINC01564_tpm_unstranded', 'AC108472.1_tpm_unstranded', 'CPB2-AS1_tpm_unstranded', 'RBMS3-AS3_tpm_unstranded', 'RHOA-IT1_tpm_unstranded', 'APOA1-AS_tpm_unstranded', 'AC019055.1_tpm_unstranded', 'MACROD2-AS1_tpm_unstranded', 'ASH1L-AS1_tpm_unstranded', 'NEXN-AS1_tpm_unstranded', 'LINC01553_tpm_unstranded', 'LINC01779_tpm_unstranded', 'AC007405.2_tpm_unstranded', 'AL138760.1_tpm_unstranded', 'TMEM212-IT1_tpm_unstranded', 'EGOT_tpm_unstranded', 'TTC28-AS1_tpm_unstranded', 'UBOX5-AS1_tpm_unstranded', 'AP000431.2_tpm_unstranded', 'AL355497.2_tpm_unstranded', 'AC018816.1_tpm_unstranded', 'AC004448.2_tpm_unstranded', 'GPC5-AS1_tpm_unstranded', 'MORC2-AS1_tpm_unstranded', 'HGC6.3_tpm_unstranded', 'AL136090.1_tpm_unstranded', 'LINC01936_tpm_unstranded', 'AC007731.3_tpm_unstranded', 'LINC01814_tpm_unstranded', 'AL592309.2_tpm_unstranded', 'AL357146.1_tpm_unstranded', 'ASMTL-AS1_tpm_unstranded', 'AL591043.2_tpm_unstranded', 'AC106017.1_tpm_unstranded', 'PRRX2-AS1_tpm_unstranded', 'AL354766.2_tpm_unstranded', 'AL591721.1_tpm_unstranded', 'LINC00445_tpm_unstranded', 'AC019117.1_tpm_unstranded', 'AL031283.2_tpm_unstranded', 'AC004920.1_tpm_unstranded', 'LINC01920_tpm_unstranded', 'MYCBP2-AS1_tpm_unstranded', 'LINC01643_tpm_unstranded', 'LINC01067_tpm_unstranded', 'SYN3-AS1_tpm_unstranded', 'AL109946.1_tpm_unstranded', 'AL020995.1_tpm_unstranded', 'AL136987.1_tpm_unstranded', 'AL359475.1_tpm_unstranded', 'LINC01072_tpm_unstranded', 'LINC01447_tpm_unstranded', 'ELFN1-AS1_tpm_unstranded', 'COX10-AS1_tpm_unstranded', 'LINC02243_tpm_unstranded', 'LINC00545_tpm_unstranded', 'AL807757.2_tpm_unstranded', 'AC097059.1_tpm_unstranded', 'AC006967.2_tpm_unstranded', 'AC010729.1_tpm_unstranded', 'SCN1A-AS1_tpm_unstranded', 'AC013402.3_tpm_unstranded', 'AL136097.2_tpm_unstranded', 'AC064853.1_tpm_unstranded', 'LINC01639_tpm_unstranded', 'AP000688.3_tpm_unstranded', 'AC110995.1_tpm_unstranded', 'AP002856.3_tpm_unstranded', 'PTCSC2_tpm_unstranded', 'LINC01069_tpm_unstranded', 'AL445231.1_tpm_unstranded', 'AC245014.1_tpm_unstranded', 'AC013727.2_tpm_unstranded', 'TMEM147-AS1_tpm_unstranded', 'AC079988.1_tpm_unstranded', 'AL110503.1_tpm_unstranded', 'AC104076.1_tpm_unstranded', 'AL450311.1_tpm_unstranded', 'AC092687.2_tpm_unstranded', 'AL161618.1_tpm_unstranded', 'AL021408.1_tpm_unstranded', 'MIR7515HG_tpm_unstranded', 'AL049612.1_tpm_unstranded', 'LINC00353_tpm_unstranded', 'PRKX-AS1_tpm_unstranded', 'LINC01953_tpm_unstranded', 'AC099811.1_tpm_unstranded', 'PPP1R9A-AS1_tpm_unstranded', 'AL359076.1_tpm_unstranded', 'KDM4A-AS1_tpm_unstranded', 'GRM7-AS1_tpm_unstranded', 'LINC01376_tpm_unstranded', 'AL356441.1_tpm_unstranded', 'C10orf71-AS1_tpm_unstranded', 'AC104135.1_tpm_unstranded', 'AC009262.1_tpm_unstranded', 'AC006369.1_tpm_unstranded', 'AC073127.1_tpm_unstranded', 'AL356108.1_tpm_unstranded', 'AC017048.2_tpm_unstranded', 'AC091132.2_tpm_unstranded', 'GPC5-IT1_tpm_unstranded', 'MYO16-AS1_tpm_unstranded', 'SLC35F3-AS1_tpm_unstranded', 'AC009404.1_tpm_unstranded', 'DIAPH2-AS1_tpm_unstranded', 'SHANK2-AS2_tpm_unstranded', 'AC234582.1_tpm_unstranded', 'Z98884.1_tpm_unstranded', 'AP006216.2_tpm_unstranded', 'LINC01361_tpm_unstranded', 'SCUBE1-AS2_tpm_unstranded', 'NDP-AS1_tpm_unstranded', 'AC019197.1_tpm_unstranded', 'GACAT3_tpm_unstranded', 'USH2A-AS1_tpm_unstranded', 'AC007557.3_tpm_unstranded', 'AC092634.4_tpm_unstranded', 'MRGPRG-AS1_tpm_unstranded', 'LINC02646_tpm_unstranded', 'AP001189.1_tpm_unstranded', 'SLC12A9-AS1_tpm_unstranded', 'LINC01241_tpm_unstranded', 'AL138921.2_tpm_unstranded', 'TLX1NB_tpm_unstranded', 'AC019117.2_tpm_unstranded', 'SNX9-AS1_tpm_unstranded', 'AL050331.2_tpm_unstranded', 'AP001604.1_tpm_unstranded', 'TRHDE-AS1_tpm_unstranded', 'AL161638.2_tpm_unstranded', 'CDYL-AS1_tpm_unstranded', 'FMR1-IT1_tpm_unstranded', 'GRM8-AS1_tpm_unstranded', 'AL161740.1_tpm_unstranded', 'SCAT8_tpm_unstranded', 'AL513123.1_tpm_unstranded', 'AC005220.1_tpm_unstranded', 'LINC00437_tpm_unstranded', 'AL391415.1_tpm_unstranded', 'AC079584.1_tpm_unstranded', 'AL355472.2_tpm_unstranded', 'AL358115.1_tpm_unstranded', 'AL359313.1_tpm_unstranded', 'AL353052.2_tpm_unstranded', 'LINC02653_tpm_unstranded', 'AL353780.1_tpm_unstranded', 'AC084809.2_tpm_unstranded', 'AL133319.1_tpm_unstranded', 'LINC00479_tpm_unstranded', 'AC026355.3_tpm_unstranded', 'AL139350.1_tpm_unstranded', 'ITCH-AS1_tpm_unstranded', 'AL121970.1_tpm_unstranded', 'AC092800.1_tpm_unstranded', 'AC091806.1_tpm_unstranded', 'AL807752.4_tpm_unstranded', 'AL353611.1_tpm_unstranded', 'VLDLR-AS1_tpm_unstranded', 'AC073336.1_tpm_unstranded', 'AC092941.2_tpm_unstranded', 'AC004415.1_tpm_unstranded', 'LINC01134_tpm_unstranded', 'AL583824.1_tpm_unstranded', 'AL589986.2_tpm_unstranded', 'MFF-DT_tpm_unstranded', 'AL162430.2_tpm_unstranded', 'LINC02850_tpm_unstranded', 'LINC02151_tpm_unstranded', 'LINC00608_tpm_unstranded', 'ATG10-IT1_tpm_unstranded', 'AC010894.2_tpm_unstranded', 'AC067956.1_tpm_unstranded', 'AC123023.1_tpm_unstranded', 'AC003092.1_tpm_unstranded', 'AC090617.1_tpm_unstranded', 'AL162425.1_tpm_unstranded', 'LINC00427_tpm_unstranded', 'LINC02559_tpm_unstranded', 'AL035670.1_tpm_unstranded', 'KCNMA1-AS1_tpm_unstranded', 'AC007881.2_tpm_unstranded', 'AF127577.5_tpm_unstranded', 'AC002401.1_tpm_unstranded', 'LINC02195_tpm_unstranded', 'LINC01945_tpm_unstranded', 'AC008080.4_tpm_unstranded', 'AL158168.1_tpm_unstranded', 'LINC01744_tpm_unstranded', 'AC107081.1_tpm_unstranded', 'LINC00896_tpm_unstranded', 'AC074286.1_tpm_unstranded', 'SIX3-AS1_tpm_unstranded', 'BX470209.2_tpm_unstranded', 'ATP13A5-AS1_tpm_unstranded', 'AC011284.1_tpm_unstranded', 'LINC01231_tpm_unstranded', 'AC074035.1_tpm_unstranded', 'AL135791.1_tpm_unstranded', 'LINC01424_tpm_unstranded', 'GPC6-AS1_tpm_unstranded', 'AC007278.2_tpm_unstranded', 'AL035448.1_tpm_unstranded', 'AL033528.2_tpm_unstranded', 'AC093582.1_tpm_unstranded', 'AC006013.1_tpm_unstranded', 'LINC01695_tpm_unstranded', 'RC3H1-IT1_tpm_unstranded', 'AC003986.3_tpm_unstranded', 'AC006547.1_tpm_unstranded', 'AC008060.3_tpm_unstranded', 'AP001619.2_tpm_unstranded', 'MYCL-AS1_tpm_unstranded', 'RNF217-AS1_tpm_unstranded', 'AC025038.1_tpm_unstranded', 'BCL2L1-AS1_tpm_unstranded', 'AC006369.2_tpm_unstranded', 'STARD13-AS_tpm_unstranded', 'UST-AS2_tpm_unstranded', 'AL732372.1_tpm_unstranded', 'AC023115.1_tpm_unstranded', 'LINC02556_tpm_unstranded', 'AC127070.1_tpm_unstranded', 'PITPNA-AS1_tpm_unstranded', 'AL590302.2_tpm_unstranded', 'AC016903.1_tpm_unstranded', 'LINC02540_tpm_unstranded', 'Z99916.1_tpm_unstranded', 'AL354928.1_tpm_unstranded', 'LINC02810_tpm_unstranded', 'DLX2-DT_tpm_unstranded', 'LINC01923_tpm_unstranded', 'AL365440.1_tpm_unstranded', 'AL161733.1_tpm_unstranded', 'AL133215.1_tpm_unstranded', 'FRGCA_tpm_unstranded', 'AC011998.2_tpm_unstranded', 'AC114808.2_tpm_unstranded', 'POTEH-AS1_tpm_unstranded', 'AC006450.3_tpm_unstranded', 'PRKG1-AS1_tpm_unstranded', 'AL117378.1_tpm_unstranded', 'AC117944.1_tpm_unstranded', 'SETD4-AS1_tpm_unstranded', 'LINC00347_tpm_unstranded', 'MAP3K2-DT_tpm_unstranded', 'AL160271.2_tpm_unstranded', 'LINC01010_tpm_unstranded', 'MYB-AS1_tpm_unstranded', 'SDK1-AS1_tpm_unstranded', 'DAPK1-IT1_tpm_unstranded', 'SMAD9-IT1_tpm_unstranded', 'LINC01844_tpm_unstranded', 'AL355376.1_tpm_unstranded', 'OVAAL_tpm_unstranded', 'LINC01741_tpm_unstranded', 'AL606760.2_tpm_unstranded', 'AL137071.1_tpm_unstranded', 'AL354794.1_tpm_unstranded', 'AL033384.1_tpm_unstranded', 'AC016822.1_tpm_unstranded', 'LINC01282_tpm_unstranded', 'LINC01186_tpm_unstranded', 'MKLN1-AS_tpm_unstranded', 'AC007666.1_tpm_unstranded', 'MTUS2-AS2_tpm_unstranded', 'AC019118.2_tpm_unstranded', 'LINC02659_tpm_unstranded', 'AL034550.1_tpm_unstranded', 'INTS6-AS1_tpm_unstranded', 'LINC01829_tpm_unstranded', 'LINC00299_tpm_unstranded', 'CNTNAP2-AS1_tpm_unstranded', 'LINC02626_tpm_unstranded', 'AC068898.1_tpm_unstranded', 'ELOA-AS1_tpm_unstranded', 'AL606804.1_tpm_unstranded', 'LINC01563_tpm_unstranded', 'NMBR-AS1_tpm_unstranded', 'AL035691.1_tpm_unstranded', 'LINC00529_tpm_unstranded', 'DMD-AS3_tpm_unstranded', 'CBR3-AS1_tpm_unstranded', 'AC024560.1_tpm_unstranded', 'LINC00421_tpm_unstranded', 'PCYT1B-AS1_tpm_unstranded', 'AC139712.1_tpm_unstranded', 'AC090617.2_tpm_unstranded', 'AC069280.1_tpm_unstranded', 'AC007750.1_tpm_unstranded', 'AC010997.2_tpm_unstranded', 'AL359979.2_tpm_unstranded', 'LINC01474_tpm_unstranded', 'AC105393.2_tpm_unstranded', 'AL008638.2_tpm_unstranded', 'NIFK-AS1_tpm_unstranded', 'BET1-AS1_tpm_unstranded', 'AC068295.1_tpm_unstranded', 'AL157902.1_tpm_unstranded', 'ZKSCAN7-AS1_tpm_unstranded', 'LINC00106_tpm_unstranded', 'AL137078.1_tpm_unstranded', 'LINC01554_tpm_unstranded', 'AP001615.1_tpm_unstranded', 'AC018731.1_tpm_unstranded', 'AC007563.2_tpm_unstranded', 'AC244035.2_tpm_unstranded', 'AL357833.1_tpm_unstranded', 'AL354726.1_tpm_unstranded', 'AC113331.1_tpm_unstranded', 'MIR600HG_tpm_unstranded', 'LINC02827_tpm_unstranded', 'AL137789.1_tpm_unstranded', 'LINC01852_tpm_unstranded', 'CLCA4-AS1_tpm_unstranded', 'AL590727.1_tpm_unstranded', 'AL157937.1_tpm_unstranded', 'LINC01378_tpm_unstranded', 'AL162411.1_tpm_unstranded', 'AP003774.2_tpm_unstranded', 'AL031005.1_tpm_unstranded', 'AC003092.2_tpm_unstranded', 'BAALC-AS2_tpm_unstranded', 'AL365255.1_tpm_unstranded', 'LINC01774_tpm_unstranded', 'AC007359.1_tpm_unstranded', 'ZDHHC20-IT1_tpm_unstranded', 'AC051618.1_tpm_unstranded', 'AL136131.2_tpm_unstranded', 'LINC01141_tpm_unstranded', 'AL451164.1_tpm_unstranded', 'LINC02814_tpm_unstranded', 'ANKRD44-IT1_tpm_unstranded', 'AL121892.1_tpm_unstranded', 'AL157938.2_tpm_unstranded', 'AC130710.1_tpm_unstranded', 'AC025822.2_tpm_unstranded', 'EDRF1-AS1_tpm_unstranded', 'MLIP-IT1_tpm_unstranded', 'ATP2B2-IT1_tpm_unstranded', 'WASF3-AS1_tpm_unstranded', 'AL590730.1_tpm_unstranded', 'GLIS3-AS1_tpm_unstranded', 'AL357793.2_tpm_unstranded', 'LINC01812_tpm_unstranded', 'AL031186.1_tpm_unstranded', 'AC245052.4_tpm_unstranded', 'AC004470.1_tpm_unstranded', 'AL159174.1_tpm_unstranded', 'AC008067.1_tpm_unstranded', 'AC020719.1_tpm_unstranded', 'ZEB1-AS1_tpm_unstranded', 'NDUFA6-DT_tpm_unstranded', 'TTTY12_tpm_unstranded', 'PRMT5-AS1_tpm_unstranded', 'LINC02087_tpm_unstranded', 'MMEL1-AS1_tpm_unstranded', 'AC100823.1_tpm_unstranded', 'AL512649.2_tpm_unstranded', 'AL035420.2_tpm_unstranded', 'AC005550.2_tpm_unstranded', 'AL162727.2_tpm_unstranded', 'AL596218.1_tpm_unstranded', 'AL035706.1_tpm_unstranded', 'EHMT2-AS1_tpm_unstranded', 'AC068134.2_tpm_unstranded', 'LINC01065_tpm_unstranded', 'AC092809.4_tpm_unstranded', 'LINC01056_tpm_unstranded', 'HAND2-AS1_tpm_unstranded', 'AC073254.1_tpm_unstranded', 'LINC02652_tpm_unstranded', 'RASGRP3-AS1_tpm_unstranded', 'HUNK-AS1_tpm_unstranded', 'ZNF503-AS2_tpm_unstranded', 'AL162725.2_tpm_unstranded', 'CNTFR-AS1_tpm_unstranded', 'LINC01792_tpm_unstranded', 'AC128709.3_tpm_unstranded', 'AL445465.1_tpm_unstranded', 'LINC01797_tpm_unstranded', 'PRKAR1B-AS1_tpm_unstranded', 'NR2F1-AS1_tpm_unstranded', 'AC242426.2_tpm_unstranded', 'ZBTB40-IT1_tpm_unstranded', 'AL445072.1_tpm_unstranded', 'AL449403.1_tpm_unstranded', 'AC104777.2_tpm_unstranded', 'PPEF1-AS1_tpm_unstranded', 'LINC01968_tpm_unstranded', 'AL157832.2_tpm_unstranded', 'ZNF295-AS1_tpm_unstranded', 'TMEM26-AS1_tpm_unstranded', 'Z99289.1_tpm_unstranded', 'CREB3L2-AS1_tpm_unstranded', 'LINC00987_tpm_unstranded', 'AL359924.1_tpm_unstranded', 'ZNF133-AS1_tpm_unstranded', 'AC068492.1_tpm_unstranded', 'LINC01810_tpm_unstranded', 'LINC01519_tpm_unstranded', 'AC009498.1_tpm_unstranded', 'AL136982.3_tpm_unstranded', 'CATIP-AS2_tpm_unstranded', 'LINC00851_tpm_unstranded', 'AL691515.1_tpm_unstranded', 'CARD11-AS1_tpm_unstranded', 'LINC01343_tpm_unstranded', 'LINC01732_tpm_unstranded', 'AC007099.2_tpm_unstranded', 'TTN-AS1_tpm_unstranded', 'AL121992.1_tpm_unstranded', 'GS1-124K5.4_tpm_unstranded', 'AL034397.1_tpm_unstranded', 'AL358134.1_tpm_unstranded', 'Z82196.2_tpm_unstranded', 'AC019064.1_tpm_unstranded', 'AL354936.1_tpm_unstranded', 'AC093158.1_tpm_unstranded', 'AC113608.1_tpm_unstranded', 'UPP2-IT1_tpm_unstranded', 'RAI1-AS1_tpm_unstranded', 'XIAP-AS1_tpm_unstranded', 'AL445489.1_tpm_unstranded', 'ELAVL4-AS1_tpm_unstranded', 'FTCD-AS1_tpm_unstranded', 'LINC01502_tpm_unstranded', 'SYP-AS1_tpm_unstranded', 'AL132796.1_tpm_unstranded', 'AC246785.3_tpm_unstranded', 'AL080313.2_tpm_unstranded', 'LINC01358_tpm_unstranded', 'AL365295.1_tpm_unstranded', 'BX088651.4_tpm_unstranded', 'AL354977.2_tpm_unstranded', 'TUSC8_tpm_unstranded', 'AL512330.1_tpm_unstranded', 'AC010907.2_tpm_unstranded', 'AL355803.1_tpm_unstranded', 'UNQ6494_tpm_unstranded', 'BRWD1-IT1_tpm_unstranded', 'AC005703.1_tpm_unstranded', 'HOXD-AS2_tpm_unstranded', 'AL583839.1_tpm_unstranded', 'AL022329.2_tpm_unstranded', 'AL645634.2_tpm_unstranded', 'AL139130.1_tpm_unstranded', 'LNCNEF_tpm_unstranded', 'PITRM1-AS1_tpm_unstranded', 'AC006960.2_tpm_unstranded', 'LINC01304_tpm_unstranded', 'CAMTA1-IT1_tpm_unstranded', 'AP000552.2_tpm_unstranded', 'NRXN2-AS1_tpm_unstranded', 'MGC27382_tpm_unstranded', 'AL365204.2_tpm_unstranded', 'AL954642.1_tpm_unstranded', 'AL158071.3_tpm_unstranded', 'LINC01522_tpm_unstranded', 'FOXD2-AS1_tpm_unstranded', 'BX293535.1_tpm_unstranded', 'LINC02790_tpm_unstranded', 'CAMTA1-DT_tpm_unstranded', 'AL359771.1_tpm_unstranded', 'AC096536.1_tpm_unstranded', 'LINC01351_tpm_unstranded', 'LINC01661_tpm_unstranded', 'AL359710.1_tpm_unstranded', 'LRRC52-AS1_tpm_unstranded', 'AL031663.2_tpm_unstranded', 'AL359547.1_tpm_unstranded', 'AC073115.2_tpm_unstranded', 'AC068759.1_tpm_unstranded', 'LINC01637_tpm_unstranded', 'AC093911.1_tpm_unstranded', 'AC007557.4_tpm_unstranded', 'AL355306.2_tpm_unstranded', 'AL117350.1_tpm_unstranded', 'LINC01684_tpm_unstranded', 'LINC01409_tpm_unstranded', 'AL360007.1_tpm_unstranded', 'AC010105.1_tpm_unstranded', 'WAKMAR2_tpm_unstranded', 'AL713851.2_tpm_unstranded', 'PKN2-AS1_tpm_unstranded', 'UNC5B-AS1_tpm_unstranded', 'AC007384.1_tpm_unstranded', 'AL391832.1_tpm_unstranded', 'LINC00857_tpm_unstranded', 'AC012668.3_tpm_unstranded', 'AF241725.1_tpm_unstranded', 'AL137847.2_tpm_unstranded', 'AL136140.1_tpm_unstranded', 'AL672277.1_tpm_unstranded', 'AC012451.1_tpm_unstranded', 'TTLL11-IT1_tpm_unstranded', 'LINC02567_tpm_unstranded', 'KCND3-AS1_tpm_unstranded', 'LINC01497_tpm_unstranded', 'TTTY21B_tpm_unstranded', 'LINC02836_tpm_unstranded', 'AC099063.1_tpm_unstranded', 'LINC02862_tpm_unstranded', 'LINC01856_tpm_unstranded', 'LINC01888_tpm_unstranded', 'LINC01514_tpm_unstranded', 'AC005538.1_tpm_unstranded', 'LINC00407_tpm_unstranded', 'AL590666.3_tpm_unstranded', 'AL137026.2_tpm_unstranded', 'AP000251.1_tpm_unstranded', 'LINC01275_tpm_unstranded', 'AL138828.1_tpm_unstranded', 'AP001056.1_tpm_unstranded', 'DYRK3-AS1_tpm_unstranded', 'AF064858.2_tpm_unstranded', 'AP002856.4_tpm_unstranded', 'FAM138A_tpm_unstranded', 'AC073257.2_tpm_unstranded', 'AL161629.1_tpm_unstranded', 'AC104623.1_tpm_unstranded', 'FRY-AS1_tpm_unstranded', 'LINC02245_tpm_unstranded', 'AC004522.3_tpm_unstranded', 'AL365226.1_tpm_unstranded', 'HLCS-IT1_tpm_unstranded', 'AP003025.1_tpm_unstranded', 'AC073834.1_tpm_unstranded', 'LINC00316_tpm_unstranded', 'GRM7-AS2_tpm_unstranded', 'LINC01115_tpm_unstranded', 'LINC01866_tpm_unstranded', 'TEX36-AS1_tpm_unstranded', 'AL139039.3_tpm_unstranded', 'AL109615.3_tpm_unstranded', 'LINC00686_tpm_unstranded', 'AC007064.2_tpm_unstranded', 'BX072579.1_tpm_unstranded', 'AC008937.2_tpm_unstranded', 'AL031726.1_tpm_unstranded', 'AC011287.2_tpm_unstranded', 'P4HA2-AS1_tpm_unstranded', 'AL136309.2_tpm_unstranded', 'AC009095.1_tpm_unstranded', 'AC011995.2_tpm_unstranded', 'CAMTA1-AS2_tpm_unstranded', 'AL163192.1_tpm_unstranded', 'AF130359.1_tpm_unstranded', 'DCTN1-AS1_tpm_unstranded', 'RNF216-IT1_tpm_unstranded', 'AC002368.1_tpm_unstranded', 'AL365259.1_tpm_unstranded', 'KCNH7-AS1_tpm_unstranded', 'LINC01143_tpm_unstranded', 'AC079922.2_tpm_unstranded', 'AL592435.1_tpm_unstranded', 'AL590483.2_tpm_unstranded', 'AC023669.2_tpm_unstranded', 'AL161646.1_tpm_unstranded', 'LINC01370_tpm_unstranded', 'AL731563.2_tpm_unstranded', 'LINC02631_tpm_unstranded', 'AC073332.1_tpm_unstranded', 'DDR1-DT_tpm_unstranded', 'ADAMTSL4-AS2_tpm_unstranded', 'GFOD1-AS1_tpm_unstranded', 'LINC02877_tpm_unstranded', 'LINC01318_tpm_unstranded', 'MACORIS_tpm_unstranded', 'AC010894.3_tpm_unstranded', 'FAM197Y6_tpm_unstranded', 'LINC00211_tpm_unstranded', 'AC022034.1_tpm_unstranded', 'AC002066.1_tpm_unstranded', 'CDK6-AS1_tpm_unstranded', 'AL138808.1_tpm_unstranded', 'PHKA2-AS1_tpm_unstranded', 'AC159540.1_tpm_unstranded', 'AC092422.1_tpm_unstranded', 'AC016903.2_tpm_unstranded', 'AC016766.1_tpm_unstranded', 'AL139161.1_tpm_unstranded', 'AL023584.2_tpm_unstranded', 'AC119800.1_tpm_unstranded', 'NFIA-AS1_tpm_unstranded', 'AC062020.1_tpm_unstranded', 'Z94160.1_tpm_unstranded', 'AL035425.1_tpm_unstranded', 'LINC00322_tpm_unstranded', 'AC073130.1_tpm_unstranded', 'AL136972.1_tpm_unstranded', 'LINC01473_tpm_unstranded', 'LINC00398_tpm_unstranded', 'LINC01885_tpm_unstranded', 'DGUOK-AS1_tpm_unstranded', 'NALT1_tpm_unstranded', 'KLF7-IT1_tpm_unstranded', 'AC005008.2_tpm_unstranded', 'AL031289.1_tpm_unstranded', 'AC004000.1_tpm_unstranded', 'SIRPG-AS1_tpm_unstranded', 'LRRC7-AS1_tpm_unstranded', 'AC004543.1_tpm_unstranded', 'LINC02570_tpm_unstranded', 'AL078604.2_tpm_unstranded', 'NFIA-AS2_tpm_unstranded', 'AL590729.1_tpm_unstranded', 'LINC02702_tpm_unstranded', 'AL450998.2_tpm_unstranded', 'LINC01238_tpm_unstranded', 'KCNQ1DN_tpm_unstranded', 'PRKCQ-AS1_tpm_unstranded', 'LINC00649_tpm_unstranded', 'AL583854.1_tpm_unstranded', 'LINC00844_tpm_unstranded', 'AL357079.1_tpm_unstranded', 'AL445218.1_tpm_unstranded', 'FLG-AS1_tpm_unstranded', 'RFX5-AS1_tpm_unstranded', 'KCNMB2-AS1_tpm_unstranded', 'LINC02773_tpm_unstranded', 'CELF2-AS2_tpm_unstranded', 'AL606970.4_tpm_unstranded', 'LINC01679_tpm_unstranded', 'CNTN4-AS1_tpm_unstranded', 'LINC01808_tpm_unstranded', 'AL365318.1_tpm_unstranded', 'AC003659.1_tpm_unstranded', 'AC009227.2_tpm_unstranded', 'AL391832.2_tpm_unstranded', 'AC024619.1_tpm_unstranded', 'AL627309.1_tpm_unstranded', 'AL161908.2_tpm_unstranded', 'AC114752.1_tpm_unstranded', 'AC093110.1_tpm_unstranded', 'AL360169.1_tpm_unstranded', 'HTR3E-AS1_tpm_unstranded', 'LMX1A-AS1_tpm_unstranded', 'AC090505.2_tpm_unstranded', 'AL109807.1_tpm_unstranded', 'AC138035.1_tpm_unstranded', 'AC244197.2_tpm_unstranded', 'LINC02257_tpm_unstranded', 'AC024559.1_tpm_unstranded', 'AC009133.1_tpm_unstranded', 'AL691515.2_tpm_unstranded', 'ZEB2-AS1_tpm_unstranded', 'AL355574.1_tpm_unstranded', 'SPATA3-AS1_tpm_unstranded', 'LINC01685_tpm_unstranded', 'LINC01352_tpm_unstranded', 'LINC02037_tpm_unstranded', 'LINC01625_tpm_unstranded', 'AL080248.1_tpm_unstranded', 'LINC02806_tpm_unstranded', 'LINC01410_tpm_unstranded', 'AP000844.2_tpm_unstranded', 'LINC01589_tpm_unstranded', 'LINC00426_tpm_unstranded', 'AL359258.1_tpm_unstranded', 'MID1IP1-AS1_tpm_unstranded', 'AC114501.3_tpm_unstranded', 'AL121904.1_tpm_unstranded', 'LINC02854_tpm_unstranded', 'MAP3K20-AS1_tpm_unstranded', 'AC104170.1_tpm_unstranded', 'BRWD1-AS1_tpm_unstranded', 'BX284668.5_tpm_unstranded', 'AL445465.2_tpm_unstranded', 'AL391422.3_tpm_unstranded', 'LINC02863_tpm_unstranded', 'TNFRSF14-AS1_tpm_unstranded', 'LINC01053_tpm_unstranded', 'AC068196.1_tpm_unstranded', 'AL390061.1_tpm_unstranded', 'AC078993.1_tpm_unstranded', 'CD81-AS1_tpm_unstranded', 'AL353680.1_tpm_unstranded', 'AL603839.2_tpm_unstranded', 'ENOX1-AS2_tpm_unstranded', 'BX284656.2_tpm_unstranded', 'PHACTR3-AS1_tpm_unstranded', 'AL021153.1_tpm_unstranded', 'PAXBP1-AS1_tpm_unstranded', 'LRIG2-DT_tpm_unstranded', 'AC114752.2_tpm_unstranded', 'AC009312.1_tpm_unstranded', 'LINC02096_tpm_unstranded', 'LINC01877_tpm_unstranded', 'AL139095.4_tpm_unstranded', 'AC104462.2_tpm_unstranded', 'LINC00391_tpm_unstranded', 'AL356364.1_tpm_unstranded', 'LINC02778_tpm_unstranded', 'AC069549.1_tpm_unstranded', 'ST6GAL2-IT1_tpm_unstranded', 'AL121748.1_tpm_unstranded', 'AL513320.1_tpm_unstranded', 'NTM-IT_tpm_unstranded', 'LINC00317_tpm_unstranded', 'LINC00707_tpm_unstranded', 'AL591504.1_tpm_unstranded', 'AL139142.1_tpm_unstranded', 'AC108058.1_tpm_unstranded', 'AL354863.1_tpm_unstranded', 'AC068483.1_tpm_unstranded', 'BX470102.1_tpm_unstranded', 'AC067751.1_tpm_unstranded', 'AL121781.1_tpm_unstranded', 'LINC01448_tpm_unstranded', 'AL603839.3_tpm_unstranded', 'AL034417.2_tpm_unstranded', 'AL391704.2_tpm_unstranded', 'AC004969.1_tpm_unstranded', 'LINC02006_tpm_unstranded', 'LINC02031_tpm_unstranded', 'AC093484.1_tpm_unstranded', 'LINC02023_tpm_unstranded', 'NCK1-DT_tpm_unstranded', 'AL139420.2_tpm_unstranded', 'AC008040.1_tpm_unstranded', 'TTTY23_tpm_unstranded', 'CLRN1-AS1_tpm_unstranded', 'AC092691.1_tpm_unstranded', 'AC080162.1_tpm_unstranded', 'AC092916.1_tpm_unstranded', 'MORC1-AS1_tpm_unstranded', 'ATP6V1B1-AS1_tpm_unstranded', 'LINC01119_tpm_unstranded', 'LLPH-DT_tpm_unstranded', 'ZNF775-AS1_tpm_unstranded', 'AC125613.1_tpm_unstranded', 'Z68871.1_tpm_unstranded', 'AP001469.3_tpm_unstranded', 'LINC02008_tpm_unstranded', 'ST3GAL6-AS1_tpm_unstranded', 'AC004882.2_tpm_unstranded', 'SIDT1-AS1_tpm_unstranded', 'LINC02047_tpm_unstranded', 'AC091212.1_tpm_unstranded', 'AC007405.3_tpm_unstranded', 'AC073517.1_tpm_unstranded', 'AC112487.1_tpm_unstranded', 'AC019211.1_tpm_unstranded', 'PLCH1-AS1_tpm_unstranded', 'LINC01210_tpm_unstranded', 'CADM2-AS1_tpm_unstranded', 'MYLK-AS1_tpm_unstranded', 'HOXB-AS2_tpm_unstranded', 'KMT2E-AS1_tpm_unstranded', 'AC108749.1_tpm_unstranded', 'LINC00879_tpm_unstranded', 'AL513122.2_tpm_unstranded', 'RUVBL1-AS1_tpm_unstranded', 'AC073288.1_tpm_unstranded', 'TFAP2E-AS1_tpm_unstranded', 'PLS1-AS1_tpm_unstranded', 'PSMD6-AS2_tpm_unstranded', 'AC092925.1_tpm_unstranded', 'AL157392.3_tpm_unstranded', 'Z83839.2_tpm_unstranded', 'PDZRN3-AS1_tpm_unstranded', 'AL354710.2_tpm_unstranded', 'AC093627.2_tpm_unstranded', 'AC079943.1_tpm_unstranded', 'HLTF-AS1_tpm_unstranded', 'AC026316.2_tpm_unstranded', 'AC108733.1_tpm_unstranded', 'AC125618.1_tpm_unstranded', 'AC017116.1_tpm_unstranded', 'AC002310.2_tpm_unstranded', 'ITIH4-AS1_tpm_unstranded', 'DENND6A-AS1_tpm_unstranded', 'AC063944.1_tpm_unstranded', 'IGSF11-AS1_tpm_unstranded', 'AL627309.2_tpm_unstranded', 'PRKAG2-AS1_tpm_unstranded', 'LINC01471_tpm_unstranded', 'AC092958.1_tpm_unstranded', 'AP001625.3_tpm_unstranded', 'AC108718.1_tpm_unstranded', 'AL627309.3_tpm_unstranded', 'ZBTB20-AS3_tpm_unstranded', 'AC092059.1_tpm_unstranded', 'AC069444.1_tpm_unstranded', 'STIM2-AS1_tpm_unstranded', 'LINC02004_tpm_unstranded', 'SLC9A9-AS1_tpm_unstranded', 'AC084024.1_tpm_unstranded', 'LNCSRLR_tpm_unstranded', 'AC069439.2_tpm_unstranded', 'AC244205.1_tpm_unstranded', 'AL445190.1_tpm_unstranded', 'AC078785.1_tpm_unstranded', 'AC069431.1_tpm_unstranded', 'AC092969.1_tpm_unstranded', 'AC093627.3_tpm_unstranded', 'AC055758.1_tpm_unstranded', 'ERICH6-AS1_tpm_unstranded', 'AL023653.1_tpm_unstranded', 'LINC02271_tpm_unstranded', 'MAGI1-AS1_tpm_unstranded', 'ARHGEF3-AS1_tpm_unstranded', 'AC080013.1_tpm_unstranded', 'PPP1R35-AS1_tpm_unstranded', 'AL512306.2_tpm_unstranded', 'BX664727.3_tpm_unstranded', 'AC108752.1_tpm_unstranded', 'B4GALT4-AS1_tpm_unstranded', 'GHRLOS_tpm_unstranded', 'AL450384.2_tpm_unstranded', 'SOCAR_tpm_unstranded', 'AC131211.1_tpm_unstranded', 'AC004869.2_tpm_unstranded', 'SEC62-AS1_tpm_unstranded', 'AC012358.2_tpm_unstranded', 'SAMMSON_tpm_unstranded', 'LINC00636_tpm_unstranded', 'AC007879.4_tpm_unstranded', 'REPIN1-AS1_tpm_unstranded', 'CSPG4P1Y_tpm_unstranded', 'LINC00973_tpm_unstranded', 'AC012081.1_tpm_unstranded', 'AC092919.1_tpm_unstranded', 'CDKN2B-AS1_tpm_unstranded', 'AC004594.1_tpm_unstranded', 'AC092979.1_tpm_unstranded', 'AL365273.1_tpm_unstranded', 'AC034238.1_tpm_unstranded', 'TM4SF1-AS1_tpm_unstranded', 'THOC7-AS1_tpm_unstranded', 'AL031428.1_tpm_unstranded', 'AC016968.1_tpm_unstranded', 'LINC02067_tpm_unstranded', 'AC087071.2_tpm_unstranded', 'AC117462.1_tpm_unstranded', 'AL096701.3_tpm_unstranded', 'KCNAB1-AS2_tpm_unstranded', 'MME-AS1_tpm_unstranded', 'AC082651.1_tpm_unstranded', 'LINC01168_tpm_unstranded', 'LINC02030_tpm_unstranded', 'AL512306.3_tpm_unstranded', 'AL139287.1_tpm_unstranded', 'AC010655.2_tpm_unstranded', 'PLCXD2-AS1_tpm_unstranded', 'C21orf91-OT1_tpm_unstranded', 'AC025572.1_tpm_unstranded', 'AC073934.1_tpm_unstranded', 'AC079910.1_tpm_unstranded', 'AC132217.1_tpm_unstranded', 'AC099328.2_tpm_unstranded', 'AC093627.4_tpm_unstranded', 'C1QTNF9-AS1_tpm_unstranded', 'LINC00886_tpm_unstranded', 'AC131210.1_tpm_unstranded', 'NDUFB2-AS1_tpm_unstranded', 'LINC02042_tpm_unstranded', 'AC117430.1_tpm_unstranded', 'AC120042.1_tpm_unstranded', 'LSAMP-AS1_tpm_unstranded', 'AL645465.1_tpm_unstranded', 'AC093714.1_tpm_unstranded', 'AC093904.1_tpm_unstranded', 'HOXA11-AS_tpm_unstranded', 'AL157400.4_tpm_unstranded', 'AL592431.2_tpm_unstranded', 'AC117386.1_tpm_unstranded', 'AL035454.1_tpm_unstranded', 'AC008799.2_tpm_unstranded', 'AC093019.2_tpm_unstranded', 'LINC01994_tpm_unstranded', 'PRICKLE2-AS2_tpm_unstranded', 'PRICKLE2-AS1_tpm_unstranded', 'LINC02032_tpm_unstranded', 'LINC00881_tpm_unstranded', 'LINC02066_tpm_unstranded', 'ARHGAP31-AS1_tpm_unstranded', 'ADAMTS9-AS1_tpm_unstranded', 'LINC00877_tpm_unstranded', 'AC128685.1_tpm_unstranded', 'FO393419.2_tpm_unstranded', 'AL645608.4_tpm_unstranded', 'ZIC4-AS1_tpm_unstranded', 'IQCJ-SCHIP1-AS1_tpm_unstranded', 'LINC02024_tpm_unstranded', 'AC078785.2_tpm_unstranded', 'AC078788.1_tpm_unstranded', 'AC068308.1_tpm_unstranded', 'AC093620.1_tpm_unstranded', 'AC106712.1_tpm_unstranded', 'LINC02614_tpm_unstranded', 'ZBTB20-AS2_tpm_unstranded', 'WWTR1-AS1_tpm_unstranded', 'SUCLG2-AS1_tpm_unstranded', 'AL133481.3_tpm_unstranded', 'AC004930.1_tpm_unstranded', 'AL603962.1_tpm_unstranded', 'LINC02070_tpm_unstranded', 'LINC01487_tpm_unstranded', 'AC004690.2_tpm_unstranded', 'AC092849.1_tpm_unstranded', 'SYNPR-AS1_tpm_unstranded', 'LINC01192_tpm_unstranded', 'LINC01997_tpm_unstranded', 'HNF1A-AS1_tpm_unstranded', 'LINC00903_tpm_unstranded', 'AC064852.1_tpm_unstranded', 'AC092666.1_tpm_unstranded', 'AC005996.1_tpm_unstranded', 'PLSCR5-AS1_tpm_unstranded', 'LINC00635_tpm_unstranded', 'PTPRG-AS1_tpm_unstranded', 'AL160408.4_tpm_unstranded', 'MECOM-AS1_tpm_unstranded', 'AC093010.1_tpm_unstranded', 'AL391645.1_tpm_unstranded', 'AC098820.1_tpm_unstranded', 'AC141424.1_tpm_unstranded', 'LINC02029_tpm_unstranded', 'ZBTB20-AS1_tpm_unstranded', 'PAQR9-AS1_tpm_unstranded', 'AC060234.3_tpm_unstranded', 'AC099542.1_tpm_unstranded', 'AC092468.1_tpm_unstranded', 'AL627309.4_tpm_unstranded', 'LINC01323_tpm_unstranded', 'CADM2-AS2_tpm_unstranded', 'TRBV11-2_tpm_unstranded', 'AL031733.2_tpm_unstranded', 'AC104445.1_tpm_unstranded', 'LINC01327_tpm_unstranded', 'AC018450.1_tpm_unstranded', 'ADAMTS9-AS2_tpm_unstranded', 'LINC02053_tpm_unstranded', 'AL158847.1_tpm_unstranded', 'AP001062.3_tpm_unstranded', 'XACT_tpm_unstranded', 'AC063938.1_tpm_unstranded', 'AC002467.1_tpm_unstranded', 'LINC01324_tpm_unstranded', 'LINC00893_tpm_unstranded', 'AC104411.1_tpm_unstranded', 'AC092620.1_tpm_unstranded', 'AC092958.2_tpm_unstranded', 'SCG5-AS1_tpm_unstranded', 'CECR3_tpm_unstranded', 'AL627309.5_tpm_unstranded', 'AC245088.1_tpm_unstranded', 'AC124893.1_tpm_unstranded', 'AC114401.1_tpm_unstranded', 'AC112496.1_tpm_unstranded', 'AC078788.2_tpm_unstranded', 'AC000372.1_tpm_unstranded', 'DENND6A-DT_tpm_unstranded', 'AL021937.4_tpm_unstranded', 'AC109466.1_tpm_unstranded', 'WWTR1-IT1_tpm_unstranded', 'PRR34-AS1_tpm_unstranded', 'AC129807.1_tpm_unstranded', 'AC084211.1_tpm_unstranded', 'AC112493.1_tpm_unstranded', 'AC078980.1_tpm_unstranded', 'LINC01743_tpm_unstranded', 'AC093583.1_tpm_unstranded', 'DNAJB8-AS1_tpm_unstranded', 'AC092590.1_tpm_unstranded', 'AC084864.1_tpm_unstranded', 'SLC5A4-AS1_tpm_unstranded', 'MUC20-OT1_tpm_unstranded', 'FOXP1-IT1_tpm_unstranded', 'LINC01100_tpm_unstranded', 'SNHG3_tpm_unstranded', 'AC093904.2_tpm_unstranded', 'AC099542.2_tpm_unstranded', 'LASTR_tpm_unstranded', 'AC004884.2_tpm_unstranded', 'AC017015.2_tpm_unstranded', 'HOXB-AS4_tpm_unstranded', 'NECTIN3-AS1_tpm_unstranded', 'LINC00996_tpm_unstranded', 'LINC02082_tpm_unstranded', 'AC108488.1_tpm_unstranded', 'BMS1P4-AGAP5_tpm_unstranded', 'ZBTB20-AS5_tpm_unstranded', 'AC121764.1_tpm_unstranded', 'LINC02025_tpm_unstranded', 'KCNAB1-AS1_tpm_unstranded', 'AL590705.3_tpm_unstranded', 'LINC00901_tpm_unstranded', 'AC099677.3_tpm_unstranded', 'AC096536.2_tpm_unstranded', 'AC091179.1_tpm_unstranded', 'CFAP20DC-AS1_tpm_unstranded', 'LINC02046_tpm_unstranded', 'AC093627.5_tpm_unstranded', 'LINC01206_tpm_unstranded', 'LINC00960_tpm_unstranded', 'KLHL6-AS1_tpm_unstranded', 'AC079943.2_tpm_unstranded', 'AC007620.2_tpm_unstranded', 'AC010729.2_tpm_unstranded', 'AC126121.2_tpm_unstranded', 'AP001432.1_tpm_unstranded', 'AC121764.2_tpm_unstranded', 'AC073288.2_tpm_unstranded', 'AC108010.1_tpm_unstranded', 'AL645608.5_tpm_unstranded', 'AC006148.1_tpm_unstranded', 'AC093627.6_tpm_unstranded', 'AC112219.1_tpm_unstranded', 'AC092910.3_tpm_unstranded', 'AC009228.1_tpm_unstranded', 'LINC00971_tpm_unstranded', 'AC108693.2_tpm_unstranded', 'LINC02010_tpm_unstranded', 'PDE6B-AS1_tpm_unstranded', 'LINC02005_tpm_unstranded', 'AL445430.2_tpm_unstranded', 'LINC00882_tpm_unstranded', 'ZBTB20-AS4_tpm_unstranded', 'CD200R1L-AS1_tpm_unstranded', 'AC121764.3_tpm_unstranded', 'LINC02050_tpm_unstranded', 'AC104831.1_tpm_unstranded', 'AC117395.1_tpm_unstranded', 'AC007849.1_tpm_unstranded', 'GLYCTK-AS1_tpm_unstranded', 'AC073842.2_tpm_unstranded', 'SOX2-OT_tpm_unstranded', 'AC092691.3_tpm_unstranded', 'AC068756.1_tpm_unstranded', 'AL591895.1_tpm_unstranded', 'AC026341.1_tpm_unstranded', 'FLNC-AS1_tpm_unstranded', 'AADACL2-AS1_tpm_unstranded', 'PLCH1-AS2_tpm_unstranded', 'AL591242.1_tpm_unstranded', 'AC005062.1_tpm_unstranded', 'AL359538.1_tpm_unstranded', 'AC005486.1_tpm_unstranded', 'GK-AS1_tpm_unstranded', 'AL359853.2_tpm_unstranded', 'ARHGEF26-AS1_tpm_unstranded', 'AC092894.1_tpm_unstranded', 'LINC00870_tpm_unstranded', 'AC107029.1_tpm_unstranded', 'AC000120.1_tpm_unstranded', 'AC079760.2_tpm_unstranded', 'LINC02040_tpm_unstranded', 'AC106707.1_tpm_unstranded', 'AL162431.1_tpm_unstranded', 'AC092944.1_tpm_unstranded', 'AC110769.1_tpm_unstranded', 'CCDC39-AS1_tpm_unstranded', 'PRKAR2B-AS1_tpm_unstranded', 'TUSC7_tpm_unstranded', 'AC006159.2_tpm_unstranded', 'AC006252.1_tpm_unstranded', 'AC011005.4_tpm_unstranded', 'AC073130.2_tpm_unstranded', 'AC020636.1_tpm_unstranded', 'AC068633.1_tpm_unstranded', 'AC126121.3_tpm_unstranded', 'AC078828.1_tpm_unstranded', 'AC026347.1_tpm_unstranded', 'FGF14-IT1_tpm_unstranded', 'LINC01998_tpm_unstranded', 'AC093714.2_tpm_unstranded', 'LINC02045_tpm_unstranded', 'AL358394.2_tpm_unstranded', 'MCCC1-AS1_tpm_unstranded', 'AC119424.1_tpm_unstranded', 'AC012442.2_tpm_unstranded', 'PSMD6-AS1_tpm_unstranded', 'AC107021.1_tpm_unstranded', 'AC010973.1_tpm_unstranded', 'MNX1-AS1_tpm_unstranded', 'MIR1302-2HG_tpm_unstranded', 'AC068985.1_tpm_unstranded', 'AC082651.3_tpm_unstranded', 'LINC01214_tpm_unstranded', 'LINC02017_tpm_unstranded', 'AC006148.2_tpm_unstranded', 'LINC02049_tpm_unstranded', 'AL513523.4_tpm_unstranded', 'AC092957.1_tpm_unstranded', 'LINC00880_tpm_unstranded', 'AL445493.2_tpm_unstranded', 'AC132825.2_tpm_unstranded', 'LINC02027_tpm_unstranded', 'DUBR_tpm_unstranded', 'CACNA2D3-AS1_tpm_unstranded', 'AC018450.2_tpm_unstranded', 'AC006547.2_tpm_unstranded', 'HOTTIP_tpm_unstranded', 'LINC02044_tpm_unstranded', 'AC004917.1_tpm_unstranded', 'PEX5L-AS1_tpm_unstranded', 'CFAP61-AS1_tpm_unstranded', 'AC021074.3_tpm_unstranded', 'RN7SL832P_tpm_unstranded', 'LINC02000_tpm_unstranded', 'WDR86-AS1_tpm_unstranded', 'CFAP44-AS1_tpm_unstranded', 'AC092994.1_tpm_unstranded', 'AC108751.4_tpm_unstranded', 'AL355140.1_tpm_unstranded', 'ELFN2_tpm_unstranded', 'AC138057.1_tpm_unstranded', 'TIPARP-AS1_tpm_unstranded', 'AC117386.2_tpm_unstranded', 'AC073359.1_tpm_unstranded', 'AL390195.1_tpm_unstranded', 'PARAL1_tpm_unstranded', 'AC073359.2_tpm_unstranded', 'AC073320.1_tpm_unstranded', 'IL12A-AS1_tpm_unstranded', 'LINC01011_tpm_unstranded', 'AC007566.1_tpm_unstranded', 'AC104653.2_tpm_unstranded', 'ATP1B3-AS1_tpm_unstranded', 'AC078882.1_tpm_unstranded', 'LINC01322_tpm_unstranded', 'AL512328.1_tpm_unstranded', 'AC010973.2_tpm_unstranded', 'CALHM6-AS1_tpm_unstranded', 'FLNB-AS1_tpm_unstranded', 'AC091153.3_tpm_unstranded', 'ARHGEF35-AS1_tpm_unstranded', 'FOXP1-AS1_tpm_unstranded', 'LINC02016_tpm_unstranded', 'CSPG4P2Y_tpm_unstranded', 'AC007009.1_tpm_unstranded', 'LINC01995_tpm_unstranded', 'AC082651.4_tpm_unstranded', 'SIAH2-AS1_tpm_unstranded', 'AC117394.2_tpm_unstranded', 'AP000235.1_tpm_unstranded', 'ITGB5-AS1_tpm_unstranded', 'GATA2-AS1_tpm_unstranded', 'PEX5L-AS2_tpm_unstranded', 'AC093904.3_tpm_unstranded', 'LINC01326_tpm_unstranded', 'AC109992.2_tpm_unstranded', 'AL138759.1_tpm_unstranded', 'AJ239322.2_tpm_unstranded', 'LINC00698_tpm_unstranded', 'AC104435.2_tpm_unstranded', 'AL662791.1_tpm_unstranded', 'AC055758.2_tpm_unstranded', 'AC134772.1_tpm_unstranded', 'FAM3D-AS1_tpm_unstranded', 'AC147067.1_tpm_unstranded', 'LINC02077_tpm_unstranded', 'AC107029.2_tpm_unstranded', 'AC093001.1_tpm_unstranded', 'OR2A1-AS1_tpm_unstranded', 'AL021707.5_tpm_unstranded', 'SLC9A9-AS2_tpm_unstranded', 'HDAC11-AS1_tpm_unstranded', 'AC109587.1_tpm_unstranded', 'LINC01213_tpm_unstranded', 'AC092924.1_tpm_unstranded', 'AC006455.8_tpm_unstranded', 'KCNK15-AS1_tpm_unstranded', 'PRICKLE2-DT_tpm_unstranded', 'LINC01391_tpm_unstranded', 'WNT5A-AS1_tpm_unstranded', 'AC243547.1_tpm_unstranded', 'AC246787.2_tpm_unstranded', 'MIATNB_tpm_unstranded', 'LINC02086_tpm_unstranded', 'AC025566.1_tpm_unstranded', 'AC108676.1_tpm_unstranded', 'AL109761.1_tpm_unstranded', 'AC004918.1_tpm_unstranded', 'AC026353.1_tpm_unstranded', 'AL132656.2_tpm_unstranded', 'AC026316.3_tpm_unstranded', 'AL137024.1_tpm_unstranded', 'AC087667.1_tpm_unstranded', 'GABPB1-AS1_tpm_unstranded', 'ALKBH3-AS1_tpm_unstranded', 'RUFY1-AS1_tpm_unstranded', 'AC123768.1_tpm_unstranded', 'AC087521.1_tpm_unstranded', 'LIFR-AS1_tpm_unstranded', 'AC100803.2_tpm_unstranded', 'AP001122.1_tpm_unstranded', 'LINC02453_tpm_unstranded', 'AC107959.1_tpm_unstranded', 'AC092718.1_tpm_unstranded', 'LINC00847_tpm_unstranded', 'IGFBP7-AS1_tpm_unstranded', 'MIR3150BHG_tpm_unstranded', 'A2M-AS1_tpm_unstranded', 'SMARCA5-AS1_tpm_unstranded', 'MALINC1_tpm_unstranded', 'ARAP1-AS2_tpm_unstranded', 'RNF139-AS1_tpm_unstranded', 'AP001107.1_tpm_unstranded', 'LINC00861_tpm_unstranded', 'AC105285.1_tpm_unstranded', 'USP2-AS1_tpm_unstranded', 'AL133375.1_tpm_unstranded', 'SAP30L-AS1_tpm_unstranded', 'AC124242.1_tpm_unstranded', 'CYP2U1-AS1_tpm_unstranded', 'ARNTL2-AS1_tpm_unstranded', 'AC008393.1_tpm_unstranded', 'H2AZ1-DT_tpm_unstranded', 'AP005717.1_tpm_unstranded', 'CXXC4-AS1_tpm_unstranded', 'AP003396.1_tpm_unstranded', 'AL357153.1_tpm_unstranded', 'LINC02447_tpm_unstranded', 'LINC01585_tpm_unstranded', 'AC046130.1_tpm_unstranded', 'AP000866.1_tpm_unstranded', 'LINC02709_tpm_unstranded', 'LINC00461_tpm_unstranded', 'NEAT1_tpm_unstranded', 'RORA-AS1_tpm_unstranded', 'AP000787.1_tpm_unstranded', 'SCAMP1-AS1_tpm_unstranded', 'FAM111A-DT_tpm_unstranded', 'BDNF-AS_tpm_unstranded', 'DACT3-AS1_tpm_unstranded', 'DDX11-AS1_tpm_unstranded', 'KLRK1-AS1_tpm_unstranded', 'AC083805.1_tpm_unstranded', 'LINC02211_tpm_unstranded', 'AC006064.1_tpm_unstranded', 'FRG1-DT_tpm_unstranded', 'AC008659.1_tpm_unstranded', 'CRNDE_tpm_unstranded', 'NADK2-AS1_tpm_unstranded', 'AC009292.1_tpm_unstranded', 'LINC02226_tpm_unstranded', 'AC097382.2_tpm_unstranded', 'DRAIC_tpm_unstranded', 'AC106793.1_tpm_unstranded', 'LINC02202_tpm_unstranded', 'MIR4300HG_tpm_unstranded', 'RAD51-AS1_tpm_unstranded', 'GS1-24F4.2_tpm_unstranded', 'MEF2C-AS2_tpm_unstranded', 'AP004609.1_tpm_unstranded', 'LINC00682_tpm_unstranded', 'NSMCE1-DT_tpm_unstranded', 'AC025164.1_tpm_unstranded', 'SNHG6_tpm_unstranded', 'SDAD1-AS1_tpm_unstranded', 'LINC01184_tpm_unstranded', 'LINC02273_tpm_unstranded', 'AP003352.1_tpm_unstranded', 'AC090515.2_tpm_unstranded', 'LINC01513_tpm_unstranded', 'ALDH1L1-AS2_tpm_unstranded', 'RAB30-DT_tpm_unstranded', 'LINC02325_tpm_unstranded', 'AC016065.1_tpm_unstranded', 'AP002026.1_tpm_unstranded', 'LINC01096_tpm_unstranded', 'LINC00900_tpm_unstranded', 'AC107959.2_tpm_unstranded', 'RRS1-AS1_tpm_unstranded', 'KCTD21-AS1_tpm_unstranded', 'P4HA3-AS1_tpm_unstranded', 'AC024588.1_tpm_unstranded', 'LINC01550_tpm_unstranded', 'AC006299.1_tpm_unstranded', 'CASC8_tpm_unstranded', 'AC087521.2_tpm_unstranded', 'UBR5-AS1_tpm_unstranded', 'SBF2-AS1_tpm_unstranded', 'AC090510.1_tpm_unstranded', 'AC116535.1_tpm_unstranded', 'AC010230.1_tpm_unstranded', 'AC113382.1_tpm_unstranded', 'AC010198.1_tpm_unstranded', 'PRR7-AS1_tpm_unstranded', 'EXTL3-AS1_tpm_unstranded', 'AL049543.1_tpm_unstranded', 'LINC02458_tpm_unstranded', 'LACTB2-AS1_tpm_unstranded', 'PPM1K-DT_tpm_unstranded', 'AC040168.1_tpm_unstranded', 'ZNF84-DT_tpm_unstranded', 'DIAPH1-AS1_tpm_unstranded', 'LINC00968_tpm_unstranded', 'AL049840.2_tpm_unstranded', 'AC138904.1_tpm_unstranded', 'AF131216.1_tpm_unstranded', 'FZD4-DT_tpm_unstranded', 'LINC02481_tpm_unstranded', 'AC079089.1_tpm_unstranded', 'AC096746.1_tpm_unstranded', 'LINC02288_tpm_unstranded', 'UBE2D3-AS1_tpm_unstranded', 'AC100861.1_tpm_unstranded', 'CACNA1C-AS1_tpm_unstranded', 'PICART1_tpm_unstranded', 'LINC00535_tpm_unstranded', 'RASSF8-AS1_tpm_unstranded', 'MGC16275_tpm_unstranded', 'PLA2G4E-AS1_tpm_unstranded', 'RGMB-AS1_tpm_unstranded', 'COL25A1-DT_tpm_unstranded', 'AC044802.1_tpm_unstranded', 'AP000977.1_tpm_unstranded', 'AC106038.1_tpm_unstranded', 'RIC3-DT_tpm_unstranded', 'AL157938.3_tpm_unstranded', 'STARD4-AS1_tpm_unstranded', 'GPR176-DT_tpm_unstranded', 'LINC02466_tpm_unstranded', 'DNM1P35_tpm_unstranded', 'AP000487.1_tpm_unstranded', 'LINC00920_tpm_unstranded', 'Z84485.1_tpm_unstranded', 'SOCS2-AS1_tpm_unstranded', 'AC005920.1_tpm_unstranded', 'AC099508.1_tpm_unstranded', 'AC008443.1_tpm_unstranded', 'BAALC-AS1_tpm_unstranded', 'SNHG10_tpm_unstranded', 'MIR210HG_tpm_unstranded', 'AC009126.1_tpm_unstranded', 'AC138781.1_tpm_unstranded', 'AC025263.1_tpm_unstranded', 'AC090204.1_tpm_unstranded', 'AP000873.2_tpm_unstranded', 'CSTF3-DT_tpm_unstranded', 'LINC01252_tpm_unstranded', 'AC104078.1_tpm_unstranded', 'AC011346.1_tpm_unstranded', 'LINC01498_tpm_unstranded', 'AC009060.1_tpm_unstranded', 'UBL7-AS1_tpm_unstranded', 'ZBED5-AS1_tpm_unstranded', 'AL359220.1_tpm_unstranded', 'AC010255.1_tpm_unstranded', 'LY6E-DT_tpm_unstranded', 'AC010547.1_tpm_unstranded', 'AC092343.1_tpm_unstranded', 'AC090061.1_tpm_unstranded', 'AC008897.2_tpm_unstranded', 'TMED2-DT_tpm_unstranded', 'PLUT_tpm_unstranded', 'DNAJC3-DT_tpm_unstranded', 'AC099487.1_tpm_unstranded', 'AP000802.1_tpm_unstranded', 'CARS1-AS1_tpm_unstranded', 'GPRC5D-AS1_tpm_unstranded', 'MIR4458HG_tpm_unstranded', 'OIP5-AS1_tpm_unstranded', 'CKMT2-AS1_tpm_unstranded', 'CPEB2-DT_tpm_unstranded', 'LRP4-AS1_tpm_unstranded', 'AC139795.2_tpm_unstranded', 'FABP6-AS1_tpm_unstranded', 'STX18-AS1_tpm_unstranded', 'AC091057.2_tpm_unstranded', 'AC120114.1_tpm_unstranded', 'AC068446.2_tpm_unstranded', 'PCED1B-AS1_tpm_unstranded', 'SNCA-AS1_tpm_unstranded', 'AC008966.1_tpm_unstranded', 'NR2F2-AS1_tpm_unstranded', 'AL136537.1_tpm_unstranded', 'TMEM161B-AS1_tpm_unstranded', 'AC006064.2_tpm_unstranded', 'AP001922.1_tpm_unstranded', 'AC021086.1_tpm_unstranded', 'AC024896.1_tpm_unstranded', 'AL139807.1_tpm_unstranded', 'AC022364.1_tpm_unstranded', 'SEC24B-AS1_tpm_unstranded', 'AL160313.1_tpm_unstranded', 'LINC00926_tpm_unstranded', 'FOXD1-AS1_tpm_unstranded', 'NRAV_tpm_unstranded', 'AC005329.1_tpm_unstranded', 'FAM13A-AS1_tpm_unstranded', 'ARHGAP42-AS1_tpm_unstranded', 'AC034238.2_tpm_unstranded', 'UBA6-AS1_tpm_unstranded', 'AC079061.1_tpm_unstranded', 'DPH6-DT_tpm_unstranded', 'NNT-AS1_tpm_unstranded', 'AC087257.1_tpm_unstranded', 'AC002116.1_tpm_unstranded', 'AC008443.2_tpm_unstranded', 'LINC02039_tpm_unstranded', 'AC108174.1_tpm_unstranded', 'AC023154.1_tpm_unstranded', 'LINC01019_tpm_unstranded', 'AC008700.1_tpm_unstranded', 'AC026774.1_tpm_unstranded', 'LINC01194_tpm_unstranded', 'LINC02101_tpm_unstranded', 'AC094105.1_tpm_unstranded', 'AC097515.1_tpm_unstranded', 'LINC02383_tpm_unstranded', 'AC016553.1_tpm_unstranded', 'AC114954.1_tpm_unstranded', 'LINC02150_tpm_unstranded', 'ANK2-AS1_tpm_unstranded', 'AC098487.1_tpm_unstranded', 'AC110760.1_tpm_unstranded', 'AC009720.1_tpm_unstranded', 'LINC02268_tpm_unstranded', 'AC109349.1_tpm_unstranded', 'LINC02283_tpm_unstranded', 'AC078850.1_tpm_unstranded', 'ATG10-AS1_tpm_unstranded', 'AC016550.1_tpm_unstranded', 'LINC00290_tpm_unstranded', 'AC008877.1_tpm_unstranded', 'LINC02234_tpm_unstranded', 'AC011362.1_tpm_unstranded', 'AC074194.1_tpm_unstranded', 'LINC02355_tpm_unstranded', 'TRPC7-AS1_tpm_unstranded', 'LINC02505_tpm_unstranded', 'STX18-IT1_tpm_unstranded', 'SLIT3-AS1_tpm_unstranded', 'AC026785.2_tpm_unstranded', 'LINC02513_tpm_unstranded', 'SLIT2-IT1_tpm_unstranded', 'LINC02438_tpm_unstranded', 'AC114956.1_tpm_unstranded', 'AC004053.1_tpm_unstranded', 'LINC02014_tpm_unstranded', 'AC010307.2_tpm_unstranded', 'AC107398.2_tpm_unstranded', 'OCIAD1-AS1_tpm_unstranded', 'AC008948.1_tpm_unstranded', 'AC108037.1_tpm_unstranded', 'FLJ12825_tpm_unstranded', 'AC108142.1_tpm_unstranded', 'AC010275.1_tpm_unstranded', 'TRIM52-AS1_tpm_unstranded', 'LINC02120_tpm_unstranded', 'AC122707.1_tpm_unstranded', 'AC025465.1_tpm_unstranded', 'LINC02360_tpm_unstranded', 'LINC00616_tpm_unstranded', 'MEF2C-AS1_tpm_unstranded', 'AC026719.1_tpm_unstranded', 'AC111194.1_tpm_unstranded', 'AC104958.1_tpm_unstranded', 'LINC02275_tpm_unstranded', 'AL117348.1_tpm_unstranded', 'LUCAT1_tpm_unstranded', 'LINC00613_tpm_unstranded', 'TUB-AS1_tpm_unstranded', 'AC096733.1_tpm_unstranded', 'LINC02472_tpm_unstranded', 'LINC02504_tpm_unstranded', 'AC096576.2_tpm_unstranded', 'AC092435.1_tpm_unstranded', 'AC093864.1_tpm_unstranded', 'AC243972.1_tpm_unstranded', 'AC010280.1_tpm_unstranded', 'LINC00504_tpm_unstranded', 'AC011352.1_tpm_unstranded', 'AC016550.2_tpm_unstranded', 'AC008610.1_tpm_unstranded', 'AC114741.1_tpm_unstranded', 'LINC02434_tpm_unstranded', 'LINC02056_tpm_unstranded', 'AC096577.1_tpm_unstranded', 'AC022447.1_tpm_unstranded', 'AC093801.1_tpm_unstranded', 'LINC02064_tpm_unstranded', 'AC026782.1_tpm_unstranded', 'LINC00498_tpm_unstranded', 'AL645924.1_tpm_unstranded', 'LINC02469_tpm_unstranded', 'AC107464.1_tpm_unstranded', 'AC097535.1_tpm_unstranded', 'AC006296.1_tpm_unstranded', 'AC010395.1_tpm_unstranded', 'FAM198B-AS1_tpm_unstranded', 'AC021134.1_tpm_unstranded', 'AC139718.1_tpm_unstranded', 'AC107463.1_tpm_unstranded', 'AC091917.1_tpm_unstranded', 'LINC01197_tpm_unstranded', 'AC109464.1_tpm_unstranded', 'SEMA6A-AS1_tpm_unstranded', 'LINC02217_tpm_unstranded', 'LINC02485_tpm_unstranded', 'LINC02220_tpm_unstranded', 'AL139147.1_tpm_unstranded', 'LINC02119_tpm_unstranded', 'FGF10-AS1_tpm_unstranded', 'AC107027.1_tpm_unstranded', 'AC139491.1_tpm_unstranded', 'LINC01962_tpm_unstranded', 'LINC02122_tpm_unstranded', 'AC016642.1_tpm_unstranded', 'BACH1-IT1_tpm_unstranded', 'AC104137.1_tpm_unstranded', 'AC008406.1_tpm_unstranded', 'AC113391.1_tpm_unstranded', 'LINC02062_tpm_unstranded', 'AC113355.1_tpm_unstranded', 'AC093772.1_tpm_unstranded', 'ZFAT-AS1_tpm_unstranded', 'LNX1-AS2_tpm_unstranded', 'LINC02380_tpm_unstranded', 'SRP14-AS1_tpm_unstranded', 'LINC02267_tpm_unstranded', 'AC112695.1_tpm_unstranded', 'AC008443.3_tpm_unstranded', 'AC024230.1_tpm_unstranded', 'AC105415.1_tpm_unstranded', 'LINC02437_tpm_unstranded', 'AC098587.1_tpm_unstranded', 'AC026787.1_tpm_unstranded', 'LINC02058_tpm_unstranded', 'AC026746.1_tpm_unstranded', 'AC034226.1_tpm_unstranded', 'AC091906.1_tpm_unstranded', 'AC022784.1_tpm_unstranded', 'LINC02117_tpm_unstranded', 'AC010931.1_tpm_unstranded', 'AC008676.1_tpm_unstranded', 'AC105290.1_tpm_unstranded', 'OTX2-AS1_tpm_unstranded', 'AC095050.1_tpm_unstranded', 'C5orf34-AS1_tpm_unstranded', 'LINC01339_tpm_unstranded', 'AC109454.2_tpm_unstranded', 'AC068721.1_tpm_unstranded', 'AC106882.1_tpm_unstranded', 'EGFLAM-AS2_tpm_unstranded', 'AC023794.1_tpm_unstranded', 'GDNF-AS1_tpm_unstranded', 'AC008517.1_tpm_unstranded', 'AC139491.2_tpm_unstranded', 'AC126768.1_tpm_unstranded', 'FLJ42969_tpm_unstranded', 'AC025465.2_tpm_unstranded', 'AC116634.1_tpm_unstranded', 'AC022140.1_tpm_unstranded', 'AC117422.1_tpm_unstranded', 'AC022447.2_tpm_unstranded', 'AC095059.1_tpm_unstranded', 'AC092608.1_tpm_unstranded', 'AC008588.1_tpm_unstranded', 'AC002070.1_tpm_unstranded', 'AC096759.1_tpm_unstranded', 'AC012613.1_tpm_unstranded', 'AC083795.2_tpm_unstranded', 'LINC00992_tpm_unstranded', 'AC010273.2_tpm_unstranded', 'AC010486.1_tpm_unstranded', 'OXCT1-AS1_tpm_unstranded', 'ALG1L9P_tpm_unstranded', 'LINC01331_tpm_unstranded', 'AC083902.1_tpm_unstranded', 'LINC02102_tpm_unstranded', 'ARHGAP22-IT1_tpm_unstranded', 'LINC02484_tpm_unstranded', 'HAS2-AS1_tpm_unstranded', 'ADGRL3-AS1_tpm_unstranded', 'LINC02100_tpm_unstranded', 'AC079226.1_tpm_unstranded', 'AC008539.1_tpm_unstranded', 'LINC02415_tpm_unstranded', 'LINC02144_tpm_unstranded', 'AC008549.1_tpm_unstranded', 'AC091180.2_tpm_unstranded', 'LINC02222_tpm_unstranded', 'AC021127.1_tpm_unstranded', 'NPHP3-AS1_tpm_unstranded', 'LINC01948_tpm_unstranded', 'EGFLAM-AS4_tpm_unstranded', 'AC008852.1_tpm_unstranded', 'AC008906.1_tpm_unstranded', 'AC094105.2_tpm_unstranded', 'AC037441.1_tpm_unstranded', 'LINC02428_tpm_unstranded', 'AC108467.1_tpm_unstranded', 'AC107220.1_tpm_unstranded', 'AC104063.1_tpm_unstranded', 'AC116362.1_tpm_unstranded', 'AC008406.2_tpm_unstranded', 'LINC02115_tpm_unstranded', 'AC008883.1_tpm_unstranded', 'AC012339.1_tpm_unstranded', 'AC092435.2_tpm_unstranded', 'AC108727.1_tpm_unstranded', 'AC097534.1_tpm_unstranded', 'AC093297.1_tpm_unstranded', 'AC106771.1_tpm_unstranded', 'AC092903.2_tpm_unstranded', 'LINC02118_tpm_unstranded', 'AC097103.1_tpm_unstranded', 'AC022118.1_tpm_unstranded', 'C8orf34-AS1_tpm_unstranded', 'AC078850.2_tpm_unstranded', 'LINC01095_tpm_unstranded', 'LINC02432_tpm_unstranded', 'AC022447.3_tpm_unstranded', 'AC079226.2_tpm_unstranded', 'AC097512.1_tpm_unstranded', 'AC021660.2_tpm_unstranded', 'AC011396.1_tpm_unstranded', 'LINC02753_tpm_unstranded', 'LINC02065_tpm_unstranded', 'FLJ46284_tpm_unstranded', 'LINC01574_tpm_unstranded', 'USP46-DT_tpm_unstranded', 'LINC02511_tpm_unstranded', 'AC026782.2_tpm_unstranded', 'LINC02431_tpm_unstranded', 'C5orf17_tpm_unstranded', 'AC091917.2_tpm_unstranded', 'AC010245.1_tpm_unstranded', 'AC010280.2_tpm_unstranded', 'HHIP-AS1_tpm_unstranded', 'FAM138E_tpm_unstranded', 'AC105001.1_tpm_unstranded', 'AC022126.1_tpm_unstranded', 'LINC01846_tpm_unstranded', 'LINC02239_tpm_unstranded', 'AC096736.1_tpm_unstranded', 'AC008808.1_tpm_unstranded', 'AC021087.1_tpm_unstranded', 'AC114284.1_tpm_unstranded', 'AC046134.2_tpm_unstranded', 'AC034234.1_tpm_unstranded', 'AC027607.1_tpm_unstranded', 'AC111198.1_tpm_unstranded', 'LINC01335_tpm_unstranded', 'AC140125.1_tpm_unstranded', 'AC122719.1_tpm_unstranded', 'AC027801.2_tpm_unstranded', 'AC025773.1_tpm_unstranded', 'AC131254.1_tpm_unstranded', 'AC011389.1_tpm_unstranded', 'AC012640.1_tpm_unstranded', 'AC137810.1_tpm_unstranded', 'AC106799.2_tpm_unstranded', 'AL133372.2_tpm_unstranded', 'SPCS3-AS1_tpm_unstranded', 'AC004054.1_tpm_unstranded', 'LINC02758_tpm_unstranded', 'AC097375.1_tpm_unstranded', 'AC124852.1_tpm_unstranded', 'LINC02231_tpm_unstranded', 'AC145098.1_tpm_unstranded', 'AC093722.1_tpm_unstranded', 'AC093895.1_tpm_unstranded', 'AL691482.3_tpm_unstranded', 'AC097518.1_tpm_unstranded', 'AC112198.2_tpm_unstranded', 'AC094108.1_tpm_unstranded', 'AC008549.2_tpm_unstranded', 'AC093599.1_tpm_unstranded', 'AC010486.2_tpm_unstranded', 'AC004672.1_tpm_unstranded', 'CLMAT3_tpm_unstranded', 'AC092674.1_tpm_unstranded', 'AC009567.1_tpm_unstranded', 'AC008771.1_tpm_unstranded', 'AC074124.1_tpm_unstranded', 'AC093810.1_tpm_unstranded', 'FAM138D_tpm_unstranded', 'MAST4-IT1_tpm_unstranded', 'AC109492.1_tpm_unstranded', 'LINC02496_tpm_unstranded', 'LINC01033_tpm_unstranded', 'EGFLAM-AS3_tpm_unstranded', 'WSPAR_tpm_unstranded', 'C5orf66-AS1_tpm_unstranded', 'AC027627.1_tpm_unstranded', 'AC035140.1_tpm_unstranded', 'AC051649.1_tpm_unstranded', 'ZNF436-AS1_tpm_unstranded', 'AC093903.1_tpm_unstranded', 'AC007834.1_tpm_unstranded', 'LINC02362_tpm_unstranded', 'AC025475.1_tpm_unstranded', 'AC008885.2_tpm_unstranded', 'AC034223.1_tpm_unstranded', 'AC097537.1_tpm_unstranded', 'AC140125.2_tpm_unstranded', 'AC108517.1_tpm_unstranded', 'AC112196.1_tpm_unstranded', 'AC022447.5_tpm_unstranded', 'IRX4-AS1_tpm_unstranded', 'AC105389.1_tpm_unstranded', 'AC093821.1_tpm_unstranded', 'LINC02215_tpm_unstranded', 'PSD2-AS1_tpm_unstranded', 'LINC02517_tpm_unstranded', 'AC010267.1_tpm_unstranded', 'LNCPRESS2_tpm_unstranded', 'AC026414.1_tpm_unstranded', 'AC091965.1_tpm_unstranded', 'LINC02213_tpm_unstranded', 'AL121809.1_tpm_unstranded', 'AC092336.1_tpm_unstranded', 'SEMA6A-AS2_tpm_unstranded', 'AC026780.1_tpm_unstranded', 'AC021192.1_tpm_unstranded', 'LINC01093_tpm_unstranded', 'AC106744.1_tpm_unstranded', 'AC008534.1_tpm_unstranded', 'AC020900.1_tpm_unstranded', 'AC107074.1_tpm_unstranded', 'AC140125.3_tpm_unstranded', 'TMEM132D-AS1_tpm_unstranded', 'AC106822.1_tpm_unstranded', 'AC026785.3_tpm_unstranded', 'CTD-3080P12.3_tpm_unstranded', 'LINC02224_tpm_unstranded', 'AC079921.1_tpm_unstranded', 'AC105389.2_tpm_unstranded', 'AC108199.1_tpm_unstranded', 'AC117460.1_tpm_unstranded', 'AC068944.1_tpm_unstranded', 'CASC16_tpm_unstranded', 'AC108063.1_tpm_unstranded', 'AC008892.1_tpm_unstranded', 'LINC02265_tpm_unstranded', 'AC010226.1_tpm_unstranded', 'C1QTNF7-AS1_tpm_unstranded', 'AC079193.2_tpm_unstranded', 'AC109464.2_tpm_unstranded', 'LINC00939_tpm_unstranded', 'AC093909.2_tpm_unstranded', 'AC093817.1_tpm_unstranded', 'AC104119.1_tpm_unstranded', 'LINC02057_tpm_unstranded', 'AC010181.1_tpm_unstranded', 'AC091868.2_tpm_unstranded', 'AC145146.1_tpm_unstranded', 'LINC02174_tpm_unstranded', 'AC104779.1_tpm_unstranded', 'LINC01411_tpm_unstranded', 'LINC01088_tpm_unstranded', 'AC020703.1_tpm_unstranded', 'APOBEC3B-AS1_tpm_unstranded', 'AC002460.1_tpm_unstranded', 'AC010468.1_tpm_unstranded', 'CTD-2194D22.4_tpm_unstranded', 'AC036214.1_tpm_unstranded', 'AC095060.1_tpm_unstranded', 'LINC02149_tpm_unstranded', 'AC084048.1_tpm_unstranded', 'AC093523.1_tpm_unstranded', 'AC124017.1_tpm_unstranded', 'LINC01333_tpm_unstranded', 'LINC02405_tpm_unstranded', 'LINC01016_tpm_unstranded', 'UGDH-AS1_tpm_unstranded', 'AC114928.1_tpm_unstranded', 'LINC02198_tpm_unstranded', 'AC093274.1_tpm_unstranded', 'LINC02488_tpm_unstranded', 'AC112206.2_tpm_unstranded', 'AC093879.1_tpm_unstranded', 'CASC11_tpm_unstranded', 'LINC01060_tpm_unstranded', 'AL033397.2_tpm_unstranded', 'LINC00500_tpm_unstranded', 'LINC02619_tpm_unstranded', 'LINC02071_tpm_unstranded', 'AC023794.2_tpm_unstranded', 'AC096588.1_tpm_unstranded', 'CASC9_tpm_unstranded', 'LINC02212_tpm_unstranded', 'AC008413.2_tpm_unstranded', 'AC010445.1_tpm_unstranded', 'AC022441.1_tpm_unstranded', 'AC015909.1_tpm_unstranded', 'IL20RB-AS1_tpm_unstranded', 'AC025741.1_tpm_unstranded', 'AC010285.1_tpm_unstranded', 'AC116049.1_tpm_unstranded', 'AC117383.1_tpm_unstranded', 'AC023136.1_tpm_unstranded', 'ADAMTS19-AS1_tpm_unstranded', 'LINC02477_tpm_unstranded', 'AC093206.1_tpm_unstranded', 'AC016598.1_tpm_unstranded', 'LINCR-0003_tpm_unstranded', 'AC110767.1_tpm_unstranded', 'AC021491.1_tpm_unstranded', 'AC092834.1_tpm_unstranded', 'AL731577.2_tpm_unstranded', 'AC092673.1_tpm_unstranded', 'LINC02500_tpm_unstranded', 'AC096711.1_tpm_unstranded', 'LINC01091_tpm_unstranded', 'AC020651.1_tpm_unstranded', 'AC008467.1_tpm_unstranded', 'AC010307.3_tpm_unstranded', 'AC096736.2_tpm_unstranded', 'AC026726.1_tpm_unstranded', 'LINC01470_tpm_unstranded', 'LINC01586_tpm_unstranded', 'LINC02146_tpm_unstranded', 'EGFLAM-AS1_tpm_unstranded', 'AC114956.2_tpm_unstranded', 'AC008629.1_tpm_unstranded', 'LINC02075_tpm_unstranded', 'LINC01179_tpm_unstranded', 'AC006160.1_tpm_unstranded', 'NEUROG2-AS1_tpm_unstranded', 'AC110751.1_tpm_unstranded', 'LINC02113_tpm_unstranded', 'LINC01438_tpm_unstranded', 'LINC02114_tpm_unstranded', 'AC008667.1_tpm_unstranded', 'MIR302CHG_tpm_unstranded', 'LINC01258_tpm_unstranded', 'MCTP1-AS1_tpm_unstranded', 'AC092440.1_tpm_unstranded', 'LINC01234_tpm_unstranded', 'LINC02216_tpm_unstranded', 'PPP2R2B-IT1_tpm_unstranded', 'AC104793.1_tpm_unstranded', 'AC034231.1_tpm_unstranded', 'AC226118.1_tpm_unstranded', 'LINC02225_tpm_unstranded', 'AC010280.3_tpm_unstranded', 'AC139887.2_tpm_unstranded', 'AC011405.1_tpm_unstranded', 'BMPR1B-DT_tpm_unstranded', 'LINC01187_tpm_unstranded', 'AL589765.4_tpm_unstranded', 'AC096564.1_tpm_unstranded', 'AC008652.1_tpm_unstranded', 'AC080188.1_tpm_unstranded', 'ZNF474-AS1_tpm_unstranded', 'LINC02173_tpm_unstranded', 'LINC02503_tpm_unstranded', 'LINC02465_tpm_unstranded', 'AC113349.1_tpm_unstranded', 'PALLD-AS1_tpm_unstranded', 'LINC00942_tpm_unstranded', 'AC005699.1_tpm_unstranded', 'AC109361.1_tpm_unstranded', 'AC008438.1_tpm_unstranded', 'AC027343.1_tpm_unstranded', 'AC022092.1_tpm_unstranded', 'HOXC13-AS_tpm_unstranded', 'AC097521.1_tpm_unstranded', 'C5orf66-AS2_tpm_unstranded', 'AC106772.1_tpm_unstranded', 'AC008434.1_tpm_unstranded', 'AC005823.1_tpm_unstranded', 'AC027338.1_tpm_unstranded', 'LINC01259_tpm_unstranded', 'CARMN_tpm_unstranded', 'NOP14-AS1_tpm_unstranded', 'AC097487.1_tpm_unstranded', 'AC097716.1_tpm_unstranded', 'AC106897.1_tpm_unstranded', 'AC106795.2_tpm_unstranded', 'AC079921.2_tpm_unstranded', 'AC022447.6_tpm_unstranded', 'AC110813.1_tpm_unstranded', 'AC026369.1_tpm_unstranded', 'AC034245.1_tpm_unstranded', 'LINC02261_tpm_unstranded', 'SRD5A3-AS1_tpm_unstranded', 'AC105384.1_tpm_unstranded', 'AC112242.1_tpm_unstranded', 'AP001961.1_tpm_unstranded', 'AC026725.1_tpm_unstranded', 'PARM1-AS1_tpm_unstranded', 'AC025752.1_tpm_unstranded', 'AC079942.1_tpm_unstranded', 'AC097494.1_tpm_unstranded', 'AC126768.2_tpm_unstranded', 'LINC02242_tpm_unstranded', 'AC020980.1_tpm_unstranded', 'AC008691.1_tpm_unstranded', 'OSMR-AS1_tpm_unstranded', 'AC110772.1_tpm_unstranded', 'AC116345.1_tpm_unstranded', 'AC099509.1_tpm_unstranded', 'LINC02374_tpm_unstranded', 'AC112204.2_tpm_unstranded', 'AC108156.1_tpm_unstranded', 'AC084357.2_tpm_unstranded', 'AC108210.1_tpm_unstranded', 'AC026427.1_tpm_unstranded', 'AC124854.1_tpm_unstranded', 'LINC02112_tpm_unstranded', 'AC091953.1_tpm_unstranded', 'LINC02103_tpm_unstranded', 'EAF1-AS1_tpm_unstranded', 'AC113385.1_tpm_unstranded', 'AC092490.1_tpm_unstranded', 'AC008494.2_tpm_unstranded', 'AC117522.2_tpm_unstranded', 'LINC02147_tpm_unstranded', 'AC112178.1_tpm_unstranded', 'AC139720.1_tpm_unstranded', 'AC034229.1_tpm_unstranded', 'LINC01377_tpm_unstranded', 'AC004704.1_tpm_unstranded', 'LINC00964_tpm_unstranded', 'AC097375.2_tpm_unstranded', 'THBS4-AS1_tpm_unstranded', 'LINC02162_tpm_unstranded', 'AC093725.1_tpm_unstranded', 'CCDC37-DT_tpm_unstranded', 'VCAN-AS1_tpm_unstranded', 'AC121154.1_tpm_unstranded', 'AC010486.3_tpm_unstranded', 'LINC02021_tpm_unstranded', 'AC104619.2_tpm_unstranded', 'AC138819.1_tpm_unstranded', 'CDH18-AS1_tpm_unstranded', 'AC116337.3_tpm_unstranded', 'AC027338.2_tpm_unstranded', 'PVT1_tpm_unstranded', 'AC027343.2_tpm_unstranded', 'LINC02742_tpm_unstranded', 'AC136777.1_tpm_unstranded', 'AC005920.2_tpm_unstranded', 'LINC02372_tpm_unstranded', 'AC116616.1_tpm_unstranded', 'AC105924.1_tpm_unstranded', 'AC008696.2_tpm_unstranded', 'LINC02501_tpm_unstranded', 'AC104803.1_tpm_unstranded', 'ARHGEF38-IT1_tpm_unstranded', 'AC093857.1_tpm_unstranded', 'AC024581.1_tpm_unstranded', 'MCPH1-AS1_tpm_unstranded', 'AC025180.1_tpm_unstranded', 'AC121161.2_tpm_unstranded', 'AC006487.1_tpm_unstranded', 'AC119150.1_tpm_unstranded', 'LINC00536_tpm_unstranded', 'AC007663.2_tpm_unstranded', 'AC097467.1_tpm_unstranded', 'AC117500.1_tpm_unstranded', 'LINC02223_tpm_unstranded', 'AC026415.1_tpm_unstranded', 'AC239584.1_tpm_unstranded', 'AC131094.1_tpm_unstranded', 'AC108067.1_tpm_unstranded', 'AC084866.1_tpm_unstranded', 'AC024587.2_tpm_unstranded', 'AC025183.1_tpm_unstranded', 'AC104116.1_tpm_unstranded', 'AC145141.1_tpm_unstranded', 'AC005823.2_tpm_unstranded', 'AC026780.2_tpm_unstranded', 'AC092546.1_tpm_unstranded', 'BFSP2-AS1_tpm_unstranded', 'AC025187.1_tpm_unstranded', 'PPIC-AS1_tpm_unstranded', 'AC106894.1_tpm_unstranded', 'AC027335.1_tpm_unstranded', 'AC087457.1_tpm_unstranded', 'AC079848.1_tpm_unstranded', 'AC018752.1_tpm_unstranded', 'AC122138.1_tpm_unstranded', 'AC011396.2_tpm_unstranded', 'AC022272.1_tpm_unstranded', 'AC008869.1_tpm_unstranded', 'SLC7A11-AS1_tpm_unstranded', 'AC131956.1_tpm_unstranded', 'AC093791.1_tpm_unstranded', 'AC096719.1_tpm_unstranded', 'AC069360.1_tpm_unstranded', 'LINC02514_tpm_unstranded', 'AC106895.1_tpm_unstranded', 'AC106864.1_tpm_unstranded', 'LINC00603_tpm_unstranded', 'AC114316.1_tpm_unstranded', 'LINC01018_tpm_unstranded', 'AC114781.2_tpm_unstranded', 'AC122710.1_tpm_unstranded', 'MAPK10-AS1_tpm_unstranded', 'AC097480.1_tpm_unstranded', 'AC093248.1_tpm_unstranded', 'AC011379.1_tpm_unstranded', 'SH3TC2-DT_tpm_unstranded', 'AP000866.2_tpm_unstranded', 'AC104806.2_tpm_unstranded', 'AC019133.1_tpm_unstranded', 'AC025176.1_tpm_unstranded', 'DNAH10OS_tpm_unstranded', 'AC096576.3_tpm_unstranded', 'NREP-AS1_tpm_unstranded', 'AC007370.1_tpm_unstranded', 'AC106795.3_tpm_unstranded', 'LINC02377_tpm_unstranded', 'PANCR_tpm_unstranded', 'AP002748.2_tpm_unstranded', 'ANKRD33B-AS1_tpm_unstranded', 'CACNA1G-AS1_tpm_unstranded', 'RHOQ-AS1_tpm_unstranded', 'AC122694.1_tpm_unstranded', 'AC016550.3_tpm_unstranded', 'LINC02232_tpm_unstranded', 'AC116563.1_tpm_unstranded', 'LINC02108_tpm_unstranded', 'AC116424.1_tpm_unstranded', 'AC078881.1_tpm_unstranded', 'AC004803.1_tpm_unstranded', 'HOXC-AS2_tpm_unstranded', 'AL049795.2_tpm_unstranded', 'AC093607.1_tpm_unstranded', 'LINC02276_tpm_unstranded', 'AC104664.1_tpm_unstranded', 'AC079349.1_tpm_unstranded', 'AC008957.1_tpm_unstranded', 'LINC02060_tpm_unstranded', 'AC099509.2_tpm_unstranded', 'AC106791.1_tpm_unstranded', 'AC022447.7_tpm_unstranded', 'AC053513.1_tpm_unstranded', 'AC034206.1_tpm_unstranded', 'RASA2-IT1_tpm_unstranded', 'AC122719.2_tpm_unstranded', 'MYLK-AS2_tpm_unstranded', 'AC074344.2_tpm_unstranded', 'AC091180.3_tpm_unstranded', 'LINC02364_tpm_unstranded', 'AC105390.1_tpm_unstranded', 'AC082650.1_tpm_unstranded', 'AC109927.1_tpm_unstranded', 'LINC02199_tpm_unstranded', 'FZD10-AS1_tpm_unstranded', 'ALDH1L1-AS1_tpm_unstranded', 'AC053527.2_tpm_unstranded', 'AC008443.4_tpm_unstranded', 'LINC01216_tpm_unstranded', 'AP002754.1_tpm_unstranded', 'AC025754.1_tpm_unstranded', 'AC010273.3_tpm_unstranded', 'AC008840.1_tpm_unstranded', 'AC105383.1_tpm_unstranded', 'AC094104.1_tpm_unstranded', 'AC110296.1_tpm_unstranded', 'AC010307.4_tpm_unstranded', 'CTD-2350J17.1_tpm_unstranded', 'LINC02430_tpm_unstranded', 'AC108112.1_tpm_unstranded', 'AC008496.2_tpm_unstranded', 'AC019103.1_tpm_unstranded', 'AC113382.2_tpm_unstranded', 'LINC02509_tpm_unstranded', 'LINC01612_tpm_unstranded', 'AC021237.1_tpm_unstranded', 'AC034199.1_tpm_unstranded', 'AC026124.1_tpm_unstranded', 'AC002401.2_tpm_unstranded', 'AC109439.1_tpm_unstranded', 'AC021491.2_tpm_unstranded', 'RDH10-AS1_tpm_unstranded', 'LINC01618_tpm_unstranded', 'LINC02762_tpm_unstranded', 'AC008453.1_tpm_unstranded', 'AC006487.2_tpm_unstranded', 'LINC02229_tpm_unstranded', 'EDIL3-DT_tpm_unstranded', 'AC104596.1_tpm_unstranded', 'MGC32805_tpm_unstranded', 'LINC01340_tpm_unstranded', 'AC093725.2_tpm_unstranded', 'LINC00989_tpm_unstranded', 'PURPL_tpm_unstranded', 'AC095057.2_tpm_unstranded', 'LINC02494_tpm_unstranded', 'LINC02510_tpm_unstranded', 'STK32A-AS1_tpm_unstranded', 'AC105254.1_tpm_unstranded', 'AC113404.1_tpm_unstranded', 'AC069272.1_tpm_unstranded', 'AC108935.1_tpm_unstranded', 'LINC02200_tpm_unstranded', 'AC008808.2_tpm_unstranded', 'AC008592.1_tpm_unstranded', 'AL139353.2_tpm_unstranded', 'AC007370.2_tpm_unstranded', 'AC097501.1_tpm_unstranded', 'AC008525.1_tpm_unstranded', 'AC114296.1_tpm_unstranded', 'AC020659.2_tpm_unstranded', 'AC008871.1_tpm_unstranded', 'AC106772.2_tpm_unstranded', 'LINC02197_tpm_unstranded', 'AP001790.1_tpm_unstranded', 'LINC02502_tpm_unstranded', 'AP006623.1_tpm_unstranded', 'AC109471.1_tpm_unstranded', 'AC109811.1_tpm_unstranded', 'AC008728.1_tpm_unstranded', 'AC010608.1_tpm_unstranded', 'AC112722.1_tpm_unstranded', 'SLC2A9-AS1_tpm_unstranded', 'AC022113.1_tpm_unstranded', 'LINC02116_tpm_unstranded', 'AC093292.1_tpm_unstranded', 'AC106798.1_tpm_unstranded', 'LINC02148_tpm_unstranded', 'AC105914.2_tpm_unstranded', 'FAM242C_tpm_unstranded', 'CLSTN2-AS1_tpm_unstranded', 'LINC02499_tpm_unstranded', 'LINC02161_tpm_unstranded', 'AC025465.3_tpm_unstranded', 'LINC01332_tpm_unstranded', 'LINC02105_tpm_unstranded', 'AC092335.1_tpm_unstranded', 'HOXC-AS1_tpm_unstranded', 'AC008825.1_tpm_unstranded', 'LINC02260_tpm_unstranded', 'PHOX2B-AS1_tpm_unstranded', 'TRIM36-IT1_tpm_unstranded', 'AC010451.1_tpm_unstranded', 'FAM218A_tpm_unstranded', 'LINC02233_tpm_unstranded', 'LINC02145_tpm_unstranded', 'AP004147.1_tpm_unstranded', 'AC007126.1_tpm_unstranded', 'AC093766.1_tpm_unstranded', 'AC093831.1_tpm_unstranded', 'LINC02701_tpm_unstranded', 'AC034213.1_tpm_unstranded', 'AC098798.1_tpm_unstranded', 'LINC02125_tpm_unstranded', 'AP002784.1_tpm_unstranded', 'AC004066.1_tpm_unstranded', 'AC106821.1_tpm_unstranded', 'LINC02121_tpm_unstranded', 'AC021180.1_tpm_unstranded', 'AC104407.1_tpm_unstranded', 'AC092436.3_tpm_unstranded', 'AC110716.1_tpm_unstranded', 'LINC02059_tpm_unstranded', 'AC079160.1_tpm_unstranded', 'LINC01303_tpm_unstranded', 'MIR583HG_tpm_unstranded', 'AC008525.2_tpm_unstranded', 'AC109454.3_tpm_unstranded', 'AC010406.1_tpm_unstranded', 'AC108516.1_tpm_unstranded', 'AC012629.1_tpm_unstranded', 'AC109927.2_tpm_unstranded', 'CTD-2297D10.2_tpm_unstranded', 'SMAD1-AS2_tpm_unstranded', 'AC034232.1_tpm_unstranded', 'LINC01511_tpm_unstranded', 'LINC00604_tpm_unstranded', 'LINC02492_tpm_unstranded', 'AC055733.2_tpm_unstranded', 'AC093689.1_tpm_unstranded', 'ROPN1L-AS1_tpm_unstranded', 'AC093535.1_tpm_unstranded', 'AC068658.1_tpm_unstranded', 'AC098679.1_tpm_unstranded', 'AC010210.1_tpm_unstranded', 'AC005522.1_tpm_unstranded', 'AC008581.1_tpm_unstranded', 'AC012645.1_tpm_unstranded', 'AC021088.1_tpm_unstranded', 'LINC02515_tpm_unstranded', 'AL136360.2_tpm_unstranded', 'AC093909.4_tpm_unstranded', 'AC091435.2_tpm_unstranded', 'LINC02171_tpm_unstranded', 'LINC01182_tpm_unstranded', 'CXXC5-AS1_tpm_unstranded', 'AC083906.3_tpm_unstranded', 'AC111194.2_tpm_unstranded', 'AC097451.1_tpm_unstranded', 'AC097652.1_tpm_unstranded', 'AP001363.1_tpm_unstranded', 'AC073429.1_tpm_unstranded', 'LINC01596_tpm_unstranded', 'LINC02123_tpm_unstranded', 'AC004063.1_tpm_unstranded', 'AC136628.1_tpm_unstranded', 'AL121796.1_tpm_unstranded', 'LINC00491_tpm_unstranded', 'AC009123.1_tpm_unstranded', 'KHDRBS2-OT1_tpm_unstranded', 'AC008667.2_tpm_unstranded', 'AC010387.1_tpm_unstranded', 'AC111000.4_tpm_unstranded', 'AC010343.3_tpm_unstranded', 'AC131182.1_tpm_unstranded', 'AP000892.1_tpm_unstranded', 'AC105343.1_tpm_unstranded', 'AC079340.1_tpm_unstranded', 'LINC02269_tpm_unstranded', 'AC100861.2_tpm_unstranded', 'LINC01017_tpm_unstranded', 'AC016687.2_tpm_unstranded', 'AL391335.1_tpm_unstranded', 'AC096759.2_tpm_unstranded', 'LINC01262_tpm_unstranded', 'AC109361.2_tpm_unstranded', 'LINC02381_tpm_unstranded', 'AC025419.1_tpm_unstranded', 'AC015795.1_tpm_unstranded', 'LINC02436_tpm_unstranded', 'AC093305.1_tpm_unstranded', 'AC025178.1_tpm_unstranded', 'AC138035.2_tpm_unstranded', 'LINC01365_tpm_unstranded', 'AC093730.1_tpm_unstranded', 'AC131956.2_tpm_unstranded', 'AC024022.1_tpm_unstranded', 'SNHG18_tpm_unstranded', 'AC127070.2_tpm_unstranded', 'AC106892.1_tpm_unstranded', 'THOC3-AS1_tpm_unstranded', 'ZBED3-AS1_tpm_unstranded', 'AC027315.1_tpm_unstranded', 'LINC02221_tpm_unstranded', 'LINC02493_tpm_unstranded', 'AC138965.1_tpm_unstranded', 'LINC02111_tpm_unstranded', 'AC108865.1_tpm_unstranded', 'AC074131.1_tpm_unstranded', 'AC091133.3_tpm_unstranded', 'AC137770.1_tpm_unstranded', 'EPHA5-AS1_tpm_unstranded', 'AL161781.2_tpm_unstranded', 'AC139718.2_tpm_unstranded', 'AC114757.1_tpm_unstranded', 'AC105362.1_tpm_unstranded', 'AC022424.1_tpm_unstranded', 'AC010595.1_tpm_unstranded', 'AC095056.1_tpm_unstranded', 'AC010261.1_tpm_unstranded', 'LINC02061_tpm_unstranded', 'AC106872.9_tpm_unstranded', 'LINC01455_tpm_unstranded', 'LINC02208_tpm_unstranded', 'AC098869.2_tpm_unstranded', 'AC125807.2_tpm_unstranded', 'TRIM7-AS1_tpm_unstranded', 'SMAD1-AS1_tpm_unstranded', 'GMDS-DT_tpm_unstranded', 'AC093893.1_tpm_unstranded', 'AC131953.1_tpm_unstranded', 'AC110800.1_tpm_unstranded', 'AC138956.1_tpm_unstranded', 'AC097467.3_tpm_unstranded', 'AC209005.1_tpm_unstranded', 'AL035458.2_tpm_unstranded', 'AC105460.1_tpm_unstranded', 'LINC02063_tpm_unstranded', 'LINC01181_tpm_unstranded', 'LNX1-AS1_tpm_unstranded', 'AC016924.1_tpm_unstranded', 'AC073475.1_tpm_unstranded', 'AC096773.1_tpm_unstranded', 'TRPC7-AS2_tpm_unstranded', 'AC091180.4_tpm_unstranded', 'AC093534.2_tpm_unstranded', 'AC093752.2_tpm_unstranded', 'AC016687.3_tpm_unstranded', 'AC008592.2_tpm_unstranded', 'AC012055.1_tpm_unstranded', 'LINC00492_tpm_unstranded', 'AC025470.2_tpm_unstranded', 'LINC02382_tpm_unstranded', 'AC097658.2_tpm_unstranded', 'AC110772.2_tpm_unstranded', 'LINC02196_tpm_unstranded', 'AC021491.3_tpm_unstranded', 'AC098859.2_tpm_unstranded', 'AC079467.1_tpm_unstranded', 'MARCHF11-AS1_tpm_unstranded', 'LINC02600_tpm_unstranded', 'SNHG21_tpm_unstranded', 'AC098851.1_tpm_unstranded', 'AC139491.3_tpm_unstranded', 'AC020551.1_tpm_unstranded', 'AC005355.1_tpm_unstranded', 'AC136604.2_tpm_unstranded', 'AC244502.1_tpm_unstranded', 'ZFPM2-AS1_tpm_unstranded', 'AC133961.1_tpm_unstranded', 'AC097372.1_tpm_unstranded', 'TMEM108-AS1_tpm_unstranded', 'SLC25A30-AS1_tpm_unstranded', 'HMMR-AS1_tpm_unstranded', 'THAP9-AS1_tpm_unstranded', 'AC114980.1_tpm_unstranded', 'LINC02163_tpm_unstranded', 'LINC01950_tpm_unstranded', 'AC132803.1_tpm_unstranded', 'AC113347.4_tpm_unstranded', 'AC087854.1_tpm_unstranded', 'LINC02480_tpm_unstranded', 'AC024579.1_tpm_unstranded', 'SLC25A48-AS1_tpm_unstranded', 'AC093871.1_tpm_unstranded', 'AC107396.1_tpm_unstranded', 'AC008883.2_tpm_unstranded', 'AC097491.1_tpm_unstranded', 'AC010181.2_tpm_unstranded', 'PRKG2-AS1_tpm_unstranded', 'LINC02512_tpm_unstranded', 'LMNB1-DT_tpm_unstranded', 'HTT-AS_tpm_unstranded', 'AC104126.1_tpm_unstranded', 'AC024132.2_tpm_unstranded', 'AC104663.1_tpm_unstranded', 'AC117473.1_tpm_unstranded', 'AC093281.2_tpm_unstranded', 'AC093866.1_tpm_unstranded', 'AC091860.2_tpm_unstranded', 'AC017007.5_tpm_unstranded', 'AC091173.1_tpm_unstranded', 'WWC2-AS1_tpm_unstranded', 'LINC02506_tpm_unstranded', 'AC025171.3_tpm_unstranded', 'AC094104.2_tpm_unstranded', 'AF117829.1_tpm_unstranded', 'LINC02882_tpm_unstranded', 'AC084871.1_tpm_unstranded', 'MRPS30-DT_tpm_unstranded', 'AP002490.1_tpm_unstranded', 'AC113346.1_tpm_unstranded', 'AL158068.2_tpm_unstranded', 'HOXC-AS3_tpm_unstranded', 'AC025539.1_tpm_unstranded', 'AC020661.1_tpm_unstranded', 'F11-AS1_tpm_unstranded', 'AC025174.1_tpm_unstranded', 'LINC01843_tpm_unstranded', 'AC004052.1_tpm_unstranded', 'AC096741.1_tpm_unstranded', 'UCHL1-AS1_tpm_unstranded', 'GSTCD-AS1_tpm_unstranded', 'AC074254.1_tpm_unstranded', 'TMEM92-AS1_tpm_unstranded', 'LINC02497_tpm_unstranded', 'LINC01861_tpm_unstranded', 'AC025244.1_tpm_unstranded', 'AC105345.2_tpm_unstranded', 'AC010261.2_tpm_unstranded', 'AC010425.1_tpm_unstranded', 'LINC00589_tpm_unstranded', 'AL133330.1_tpm_unstranded', 'AC015631.1_tpm_unstranded', 'AC084866.2_tpm_unstranded', 'AC016598.2_tpm_unstranded', 'AC010420.1_tpm_unstranded', 'LINC00923_tpm_unstranded', 'LINC02270_tpm_unstranded', 'AC012055.2_tpm_unstranded', 'AC025465.4_tpm_unstranded', 'AC106895.2_tpm_unstranded', 'AC103764.1_tpm_unstranded', 'LINC01217_tpm_unstranded', 'LINC01337_tpm_unstranded', 'CNOT10-AS1_tpm_unstranded', 'LINC02714_tpm_unstranded', 'MIR3945HG_tpm_unstranded', 'AC004590.1_tpm_unstranded', 'AC107208.1_tpm_unstranded', 'AC139720.2_tpm_unstranded', 'AC097375.3_tpm_unstranded', 'LINC02358_tpm_unstranded', 'AC010457.1_tpm_unstranded', 'AC004069.1_tpm_unstranded', 'WDFY3-AS1_tpm_unstranded', 'AC098868.1_tpm_unstranded', 'LINC02429_tpm_unstranded', 'AC108727.2_tpm_unstranded', 'LINC02228_tpm_unstranded', 'MAGI2-AS1_tpm_unstranded', 'SMIM15-AS1_tpm_unstranded', 'AC034223.2_tpm_unstranded', 'LINC02272_tpm_unstranded', 'LINC02462_tpm_unstranded', 'ERVH-1_tpm_unstranded', 'AC008574.1_tpm_unstranded', 'AC091885.2_tpm_unstranded', 'AC093835.1_tpm_unstranded', 'LINC02384_tpm_unstranded', 'AC026704.1_tpm_unstranded', 'AP002075.1_tpm_unstranded', 'AC107391.1_tpm_unstranded', 'LINC02214_tpm_unstranded', 'AC104123.1_tpm_unstranded', 'AC011352.3_tpm_unstranded', 'PCAT4_tpm_unstranded', 'LINC02728_tpm_unstranded', 'LINC01386_tpm_unstranded', 'AC024132.3_tpm_unstranded', 'LINC02479_tpm_unstranded', 'LINC02353_tpm_unstranded', 'AC114939.1_tpm_unstranded', 'TEMN3-AS1_tpm_unstranded', 'AC017091.1_tpm_unstranded', 'LINC02475_tpm_unstranded', 'WWC2-AS2_tpm_unstranded', 'AC012625.1_tpm_unstranded', 'LINC02315_tpm_unstranded', 'AC107884.1_tpm_unstranded', 'LINC02236_tpm_unstranded', 'AC091917.3_tpm_unstranded', 'SEMA5A-AS1_tpm_unstranded', 'AC010634.1_tpm_unstranded', 'LINC00499_tpm_unstranded', 'AC034238.3_tpm_unstranded', 'AC079340.2_tpm_unstranded', 'AC099550.1_tpm_unstranded', 'LINC00958_tpm_unstranded', 'LINC02483_tpm_unstranded', 'AC008667.3_tpm_unstranded', 'AC079380.1_tpm_unstranded', 'AC092353.1_tpm_unstranded', 'AC005280.1_tpm_unstranded', 'LINC01301_tpm_unstranded', 'LINC01256_tpm_unstranded', 'AC092542.1_tpm_unstranded', 'AC016571.1_tpm_unstranded', 'AC113615.1_tpm_unstranded', 'AC008592.3_tpm_unstranded', 'AC007106.1_tpm_unstranded', 'AC006296.2_tpm_unstranded', 'AC068898.2_tpm_unstranded', 'AC138956.2_tpm_unstranded', 'AC103879.1_tpm_unstranded', 'AC145285.2_tpm_unstranded', 'AC016556.1_tpm_unstranded', 'AC016576.1_tpm_unstranded', 'AC010451.2_tpm_unstranded', 'LINC02615_tpm_unstranded', 'AC104071.1_tpm_unstranded', 'AC104078.2_tpm_unstranded', 'LINC01094_tpm_unstranded', 'LINC02160_tpm_unstranded', 'AC021151.1_tpm_unstranded', 'AC113391.2_tpm_unstranded', 'AC063919.1_tpm_unstranded', 'RASGRF2-AS1_tpm_unstranded', 'AC025244.2_tpm_unstranded', 'AC092611.1_tpm_unstranded', 'AC113398.2_tpm_unstranded', 'AC139491.4_tpm_unstranded', 'AC013724.1_tpm_unstranded', 'AC097381.2_tpm_unstranded', 'AC091133.4_tpm_unstranded', 'AC016933.1_tpm_unstranded', 'AC106744.2_tpm_unstranded', 'AC115622.1_tpm_unstranded', 'AC093763.1_tpm_unstranded', 'PITPNM2-AS1_tpm_unstranded', 'LINC01099_tpm_unstranded', 'AC010451.3_tpm_unstranded', 'AC022486.1_tpm_unstranded', 'AC096736.3_tpm_unstranded', 'LIX1-AS1_tpm_unstranded', 'AC096734.1_tpm_unstranded', 'LINC02110_tpm_unstranded', 'AC108159.1_tpm_unstranded', 'LINC02435_tpm_unstranded', 'AC097110.1_tpm_unstranded', 'AC091849.2_tpm_unstranded', 'LINC00605_tpm_unstranded', 'AC055717.1_tpm_unstranded', 'LINC02201_tpm_unstranded', 'LINC01957_tpm_unstranded', 'LINC02230_tpm_unstranded', 'AC096711.2_tpm_unstranded', 'AC091887.1_tpm_unstranded', 'MALAT1_tpm_unstranded', 'AC018680.1_tpm_unstranded', 'LINC02106_tpm_unstranded', 'AC099520.1_tpm_unstranded', 'C5orf64-AS1_tpm_unstranded', 'LINC01267_tpm_unstranded', 'AC105460.2_tpm_unstranded', 'LINC02482_tpm_unstranded', 'AC096751.2_tpm_unstranded', 'TET2-AS1_tpm_unstranded', 'AC093916.1_tpm_unstranded', 'AC116345.3_tpm_unstranded', 'AC107223.1_tpm_unstranded', 'AC022441.2_tpm_unstranded', 'AL928654.1_tpm_unstranded', 'LINC01385_tpm_unstranded', 'FAM160A1-DT_tpm_unstranded', 'AC063979.1_tpm_unstranded', 'AC104825.1_tpm_unstranded', 'AC113410.2_tpm_unstranded', 'LINC02508_tpm_unstranded', 'STPG2-AS1_tpm_unstranded', 'AC009487.2_tpm_unstranded', 'LINC02241_tpm_unstranded', 'LINC02172_tpm_unstranded', 'LINC02278_tpm_unstranded', 'LINC01218_tpm_unstranded', 'LINC02754_tpm_unstranded', 'AC098680.1_tpm_unstranded', 'LINC02379_tpm_unstranded', 'AC092535.4_tpm_unstranded', 'AC099499.1_tpm_unstranded', 'AC007036.3_tpm_unstranded', 'AC136475.1_tpm_unstranded', 'AC005920.3_tpm_unstranded', 'ZNF346-IT1_tpm_unstranded', 'AC113346.2_tpm_unstranded', 'AC010260.1_tpm_unstranded', 'SNHG27_tpm_unstranded', 'AC027343.3_tpm_unstranded', 'AC073848.1_tpm_unstranded', 'AC008591.1_tpm_unstranded', 'AC104791.1_tpm_unstranded', 'LINC02507_tpm_unstranded', 'AC009812.1_tpm_unstranded', 'AC105339.2_tpm_unstranded', 'AC009623.1_tpm_unstranded', 'AC004707.1_tpm_unstranded', 'LINC01609_tpm_unstranded', 'AC139497.1_tpm_unstranded', 'AP003548.1_tpm_unstranded', 'AC090198.1_tpm_unstranded', 'AC090993.1_tpm_unstranded', 'AC011410.1_tpm_unstranded', 'AC091114.1_tpm_unstranded', 'AC102945.1_tpm_unstranded', 'AC087672.1_tpm_unstranded', 'AC027698.1_tpm_unstranded', 'AC120042.2_tpm_unstranded', 'AC025366.1_tpm_unstranded', 'AC091182.1_tpm_unstranded', 'AC055854.1_tpm_unstranded', 'AC114550.1_tpm_unstranded', 'AC009630.1_tpm_unstranded', 'AC025437.1_tpm_unstranded', 'LINC00967_tpm_unstranded', 'AC013644.1_tpm_unstranded', 'AC026904.1_tpm_unstranded', 'AC008632.1_tpm_unstranded', 'AC037441.2_tpm_unstranded', 'AC022730.3_tpm_unstranded', 'AC015468.1_tpm_unstranded', 'AC100801.1_tpm_unstranded', 'LINC01605_tpm_unstranded', 'AC026991.1_tpm_unstranded', 'AC109479.1_tpm_unstranded', 'AC023403.1_tpm_unstranded', 'AC090821.2_tpm_unstranded', 'WASHC5-AS1_tpm_unstranded', 'AC124069.1_tpm_unstranded', 'AC108515.1_tpm_unstranded', 'AC037450.1_tpm_unstranded', 'AC008378.1_tpm_unstranded', 'AC009630.2_tpm_unstranded', 'AC104211.1_tpm_unstranded', 'AC138356.3_tpm_unstranded', 'AC084026.1_tpm_unstranded', 'AC011586.1_tpm_unstranded', 'HOXA10-AS_tpm_unstranded', 'AC079054.1_tpm_unstranded', 'AC084082.1_tpm_unstranded', 'AL137009.1_tpm_unstranded', 'AC083841.1_tpm_unstranded', 'AC117834.1_tpm_unstranded', 'LINC02153_tpm_unstranded', 'AC037459.2_tpm_unstranded', 'AC011124.1_tpm_unstranded', 'AC090155.1_tpm_unstranded', 'AC103993.1_tpm_unstranded', 'AC040970.1_tpm_unstranded', 'AC079209.1_tpm_unstranded', 'AC087273.1_tpm_unstranded', 'AP001574.1_tpm_unstranded', 'AC084116.1_tpm_unstranded', 'AC090192.2_tpm_unstranded', 'MIR124-1HG_tpm_unstranded', 'AC111149.1_tpm_unstranded', 'LINC02143_tpm_unstranded', 'AC034114.2_tpm_unstranded', 'AC113423.1_tpm_unstranded', 'AC022784.2_tpm_unstranded', 'AC134043.2_tpm_unstranded', 'AC068228.1_tpm_unstranded', 'AC103726.1_tpm_unstranded', 'AC087664.1_tpm_unstranded', 'AP003354.1_tpm_unstranded', 'AC100860.1_tpm_unstranded', 'DLGAP2-AS1_tpm_unstranded', 'AC008680.1_tpm_unstranded', 'AC090541.1_tpm_unstranded', 'AC068672.1_tpm_unstranded', 'LINC02209_tpm_unstranded', 'AC068880.2_tpm_unstranded', 'AC092819.1_tpm_unstranded', 'AP001330.1_tpm_unstranded', 'AC092828.1_tpm_unstranded', 'AC135166.1_tpm_unstranded', 'AC104012.1_tpm_unstranded', 'AC046195.1_tpm_unstranded', 'AC022217.2_tpm_unstranded', 'AC008627.1_tpm_unstranded', 'LINC01845_tpm_unstranded', 'AC018541.1_tpm_unstranded', 'LINC01606_tpm_unstranded', 'STAU2-AS1_tpm_unstranded', 'AC011676.1_tpm_unstranded', 'AC004080.1_tpm_unstranded', 'LINC01847_tpm_unstranded', 'LINC00293_tpm_unstranded', 'LINC01932_tpm_unstranded', 'AC078906.1_tpm_unstranded', 'MAILR_tpm_unstranded', 'AC099554.1_tpm_unstranded', 'AC104051.1_tpm_unstranded', 'RAD21-AS1_tpm_unstranded', 'AC008662.1_tpm_unstranded', 'AC132219.1_tpm_unstranded', 'AC009884.1_tpm_unstranded', 'AC111149.2_tpm_unstranded', 'AC009623.2_tpm_unstranded', 'AC114550.2_tpm_unstranded', 'AC137579.1_tpm_unstranded', 'AC040934.1_tpm_unstranded', 'AC008514.1_tpm_unstranded', 'LINC01298_tpm_unstranded', 'AC105999.1_tpm_unstranded', 'AP003469.1_tpm_unstranded', 'AC084024.3_tpm_unstranded', 'AC008708.1_tpm_unstranded', 'AC087439.1_tpm_unstranded', 'AC069120.1_tpm_unstranded', 'AC090809.1_tpm_unstranded', 'COPDA1_tpm_unstranded', 'AC022034.3_tpm_unstranded', 'AC016405.1_tpm_unstranded', 'AC021785.1_tpm_unstranded', 'AC023644.1_tpm_unstranded', 'AC012103.1_tpm_unstranded', 'AC068672.2_tpm_unstranded', 'AC090155.2_tpm_unstranded', 'AC087518.1_tpm_unstranded', 'AP003696.1_tpm_unstranded', 'AC124067.1_tpm_unstranded', 'AC113133.1_tpm_unstranded', 'AC104561.1_tpm_unstranded', 'AC119403.1_tpm_unstranded', 'LINC00534_tpm_unstranded', 'AP003469.2_tpm_unstranded', 'AC016868.1_tpm_unstranded', 'AC069113.2_tpm_unstranded', 'AC021733.2_tpm_unstranded', 'AC078852.1_tpm_unstranded', 'AL356133.1_tpm_unstranded', 'AC091944.1_tpm_unstranded', 'AC034243.1_tpm_unstranded', 'EVX1-AS_tpm_unstranded', 'AC012613.2_tpm_unstranded', 'AC087341.1_tpm_unstranded', 'AC083973.1_tpm_unstranded', 'AC124067.2_tpm_unstranded', 'AC023200.1_tpm_unstranded', 'LINC02159_tpm_unstranded', 'AC103853.1_tpm_unstranded', 'AC025437.2_tpm_unstranded', 'AC084116.2_tpm_unstranded', 'LINC01942_tpm_unstranded', 'AC011726.1_tpm_unstranded', 'AC027541.1_tpm_unstranded', 'NCRNA00250_tpm_unstranded', 'LINC02237_tpm_unstranded', 'PCAT1_tpm_unstranded', 'AC245519.1_tpm_unstranded', 'AC027309.1_tpm_unstranded', 'AC113423.2_tpm_unstranded', 'AC025437.3_tpm_unstranded', 'AC124290.1_tpm_unstranded', 'AC022915.1_tpm_unstranded', 'AC136424.1_tpm_unstranded', 'AC091819.1_tpm_unstranded', 'AC016074.1_tpm_unstranded', 'AC012574.1_tpm_unstranded', 'AC044893.1_tpm_unstranded', 'AC103769.1_tpm_unstranded', 'AC091185.1_tpm_unstranded', 'AC012213.1_tpm_unstranded', 'LINC01603_tpm_unstranded', 'AC113145.1_tpm_unstranded', 'AC009930.1_tpm_unstranded', 'LINC02099_tpm_unstranded', 'AC011586.2_tpm_unstranded', 'AF121898.1_tpm_unstranded', 'AC060765.1_tpm_unstranded', 'AC103957.1_tpm_unstranded', 'AC104257.1_tpm_unstranded', 'AC004080.2_tpm_unstranded', 'AC104393.1_tpm_unstranded', 'AC004944.1_tpm_unstranded', 'AC009908.1_tpm_unstranded', 'AC016912.1_tpm_unstranded', 'AC106801.1_tpm_unstranded', 'HPYR1_tpm_unstranded', 'MIR3142HG_tpm_unstranded', 'AC104350.1_tpm_unstranded', 'AC124290.2_tpm_unstranded', 'AC090802.1_tpm_unstranded', 'AC008601.1_tpm_unstranded', 'AC084116.3_tpm_unstranded', 'AC107909.1_tpm_unstranded', 'AC120193.1_tpm_unstranded', 'AC008662.2_tpm_unstranded', 'AC018442.2_tpm_unstranded', 'CA3-AS1_tpm_unstranded', 'AC021915.1_tpm_unstranded', 'HOXA-AS2_tpm_unstranded', 'AC090578.1_tpm_unstranded', 'LINC01414_tpm_unstranded', 'AC100849.1_tpm_unstranded', 'OSGEPL1-AS1_tpm_unstranded', 'AC133634.1_tpm_unstranded', 'AC107909.2_tpm_unstranded', 'NKX2-1-AS1_tpm_unstranded', 'AC025871.1_tpm_unstranded', 'AC108482.1_tpm_unstranded', 'AC024382.1_tpm_unstranded', 'AC021744.1_tpm_unstranded', 'AF181450.1_tpm_unstranded', 'AC117834.2_tpm_unstranded', 'AC090579.1_tpm_unstranded', 'AC018953.1_tpm_unstranded', 'AC091987.1_tpm_unstranded', 'AP003351.1_tpm_unstranded', 'AC067817.1_tpm_unstranded', 'KCNIP1-AS1_tpm_unstranded', 'AC110741.1_tpm_unstranded', 'LINC01300_tpm_unstranded', 'AC103952.1_tpm_unstranded', 'CERNA3_tpm_unstranded', 'AC131254.2_tpm_unstranded', 'AC104316.1_tpm_unstranded', 'AC022915.2_tpm_unstranded', 'AC008572.1_tpm_unstranded', 'AC025674.2_tpm_unstranded', 'AC107959.3_tpm_unstranded', 'GRPEL2-AS1_tpm_unstranded', 'AC068413.1_tpm_unstranded', 'AC027419.2_tpm_unstranded', 'AC105180.1_tpm_unstranded', 'AC110011.1_tpm_unstranded', 'AP000426.1_tpm_unstranded', 'AC084026.2_tpm_unstranded', 'AP002852.1_tpm_unstranded', 'AC091096.1_tpm_unstranded', 'AC022893.1_tpm_unstranded', 'LINCR-0001_tpm_unstranded', 'AF279873.3_tpm_unstranded', 'AC024958.1_tpm_unstranded', 'LINC02845_tpm_unstranded', 'AC108863.1_tpm_unstranded', 'KCNIP1-OT1_tpm_unstranded', 'AC018437.2_tpm_unstranded', 'AC136628.4_tpm_unstranded', 'AC009185.1_tpm_unstranded', 'AC090987.1_tpm_unstranded', 'LINC01592_tpm_unstranded', 'AC138646.1_tpm_unstranded', 'AC008464.1_tpm_unstranded', 'ZFHX4-AS1_tpm_unstranded', 'AC012413.1_tpm_unstranded', 'LINC02866_tpm_unstranded', 'AP000424.1_tpm_unstranded', 'GASAL1_tpm_unstranded', 'AC027117.1_tpm_unstranded', 'AC105177.1_tpm_unstranded', 'AC025437.4_tpm_unstranded', 'AC023194.3_tpm_unstranded', 'AC104964.1_tpm_unstranded', 'LINC02844_tpm_unstranded', 'AC013509.1_tpm_unstranded', 'AC022695.2_tpm_unstranded', 'LINC01484_tpm_unstranded', 'AC008456.1_tpm_unstranded', 'AC026904.2_tpm_unstranded', 'AC021678.2_tpm_unstranded', 'AC008415.1_tpm_unstranded', 'AC011008.1_tpm_unstranded', 'KBTBD11-OT1_tpm_unstranded', 'AC136601.1_tpm_unstranded', 'AC084128.1_tpm_unstranded', 'LINC02847_tpm_unstranded', 'AC023632.2_tpm_unstranded', 'AC011632.1_tpm_unstranded', 'AC026979.1_tpm_unstranded', 'AC023866.1_tpm_unstranded', 'LINC02886_tpm_unstranded', 'AC091819.2_tpm_unstranded', 'AC083841.2_tpm_unstranded', 'MINCR_tpm_unstranded', 'AP005357.1_tpm_unstranded', 'AC022973.3_tpm_unstranded', 'AC010834.1_tpm_unstranded', 'AC013562.1_tpm_unstranded', 'AC083841.3_tpm_unstranded', 'AC015909.2_tpm_unstranded', 'LZTS1-AS1_tpm_unstranded', 'LINC01289_tpm_unstranded', 'AC021736.1_tpm_unstranded', 'AC022217.3_tpm_unstranded', 'AP003469.3_tpm_unstranded', 'OTUD6B-AS1_tpm_unstranded', 'AP001205.1_tpm_unstranded', 'LNCOC1_tpm_unstranded', 'AC025442.1_tpm_unstranded', 'AC091163.1_tpm_unstranded', 'AC091182.2_tpm_unstranded', 'AC022695.3_tpm_unstranded', 'AC087620.1_tpm_unstranded', 'AC069133.1_tpm_unstranded', 'AC019257.1_tpm_unstranded', 'AC091946.1_tpm_unstranded', 'AC008663.1_tpm_unstranded', 'C8orf37-AS1_tpm_unstranded', 'AC114550.3_tpm_unstranded', 'AC100802.1_tpm_unstranded', 'AC099520.2_tpm_unstranded', 'AC090572.2_tpm_unstranded', 'AC091163.2_tpm_unstranded', 'AC100807.2_tpm_unstranded', 'AC090735.1_tpm_unstranded', 'LINC02219_tpm_unstranded', 'AC025437.5_tpm_unstranded', 'AC104248.1_tpm_unstranded', 'LINC01030_tpm_unstranded', 'SIRLNT_tpm_unstranded', 'AC245164.1_tpm_unstranded', 'AC108002.1_tpm_unstranded', 'LINC01170_tpm_unstranded', 'AL160262.1_tpm_unstranded', 'AC136424.2_tpm_unstranded', 'LINC01151_tpm_unstranded', 'AC090796.1_tpm_unstranded', 'AP003472.1_tpm_unstranded', 'AC097173.2_tpm_unstranded', 'AC067817.2_tpm_unstranded', 'AC107373.1_tpm_unstranded', 'AC025524.1_tpm_unstranded', 'AC105031.2_tpm_unstranded', 'AC090197.1_tpm_unstranded', 'AC007991.2_tpm_unstranded', 'AP003472.2_tpm_unstranded', 'AC064807.2_tpm_unstranded', 'AC010834.2_tpm_unstranded', 'AC090539.1_tpm_unstranded', 'AC025370.1_tpm_unstranded', 'AC011383.1_tpm_unstranded', 'AC246817.1_tpm_unstranded', 'AC010834.3_tpm_unstranded', 'AC245187.1_tpm_unstranded', 'AC022679.1_tpm_unstranded', 'AC008619.1_tpm_unstranded', 'AC018616.1_tpm_unstranded', 'AC131025.1_tpm_unstranded', 'FER1L6-AS2_tpm_unstranded', 'AC068075.1_tpm_unstranded', 'AC083836.1_tpm_unstranded', 'AC013643.2_tpm_unstranded', 'LINC01608_tpm_unstranded', 'AC087752.3_tpm_unstranded', 'AC087664.2_tpm_unstranded', 'AC009435.1_tpm_unstranded', 'AC022784.3_tpm_unstranded', 'AC090150.1_tpm_unstranded', 'AC023202.1_tpm_unstranded', 'AC022915.3_tpm_unstranded', 'FAM85B_tpm_unstranded', 'AC011124.2_tpm_unstranded', 'AC144568.2_tpm_unstranded', 'LINC01419_tpm_unstranded', 'AC103409.1_tpm_unstranded', 'AC090150.2_tpm_unstranded', 'AP003467.1_tpm_unstranded', 'AC226119.1_tpm_unstranded', 'AC091982.1_tpm_unstranded', 'AC103831.1_tpm_unstranded', 'AC011369.1_tpm_unstranded', 'AC011257.1_tpm_unstranded', 'AC002428.1_tpm_unstranded', 'TNFRSF10A-AS1_tpm_unstranded', 'AC105118.1_tpm_unstranded', 'AC019270.1_tpm_unstranded', 'AC007991.3_tpm_unstranded', 'AC027117.2_tpm_unstranded', 'AC008705.2_tpm_unstranded', 'VPS13B-DT_tpm_unstranded', 'AC022634.2_tpm_unstranded', 'AC008663.2_tpm_unstranded', 'AC073023.1_tpm_unstranded', 'LINC01863_tpm_unstranded', 'AC016885.1_tpm_unstranded', 'AC009563.1_tpm_unstranded', 'AC008438.2_tpm_unstranded', 'AC022730.4_tpm_unstranded', 'AC016573.1_tpm_unstranded', 'MAL2-AS1_tpm_unstranded', 'AC079296.1_tpm_unstranded', 'NRG1-IT1_tpm_unstranded', 'AC022679.2_tpm_unstranded', 'CTB-178M22.2_tpm_unstranded', 'AC109479.3_tpm_unstranded', 'AC010609.1_tpm_unstranded', 'AC100810.1_tpm_unstranded', 'AC087627.1_tpm_unstranded', 'AC145141.2_tpm_unstranded', 'AC104561.3_tpm_unstranded', 'AC079015.1_tpm_unstranded', 'AC103726.2_tpm_unstranded', 'AC090753.1_tpm_unstranded', 'AC084706.1_tpm_unstranded', 'AC012574.2_tpm_unstranded', 'SRI-AS1_tpm_unstranded', 'AC104232.1_tpm_unstranded', 'AC084768.1_tpm_unstranded', 'LINC00051_tpm_unstranded', 'AC011333.1_tpm_unstranded', 'AC011676.2_tpm_unstranded', 'AC104211.2_tpm_unstranded', 'AC027031.1_tpm_unstranded', 'AP001207.3_tpm_unstranded', 'AC015468.2_tpm_unstranded', 'AC009902.2_tpm_unstranded', 'AC083843.1_tpm_unstranded', 'AC022858.1_tpm_unstranded', 'AC087855.1_tpm_unstranded', 'INTS9-AS1_tpm_unstranded', 'AC104117.3_tpm_unstranded', 'AC092818.1_tpm_unstranded', 'AC027801.4_tpm_unstranded', 'AC103719.1_tpm_unstranded', 'AC021546.1_tpm_unstranded', 'SLIT3-AS2_tpm_unstranded', 'AC011632.2_tpm_unstranded', 'AC034154.1_tpm_unstranded', 'AC105150.1_tpm_unstranded', 'NRG1-IT3_tpm_unstranded', 'AC018861.2_tpm_unstranded', 'AC087273.2_tpm_unstranded', 'AC009597.1_tpm_unstranded', 'AC084346.1_tpm_unstranded', 'AC022778.1_tpm_unstranded', 'AC105206.2_tpm_unstranded', 'LINC01938_tpm_unstranded', 'AC115837.1_tpm_unstranded', 'LINC01299_tpm_unstranded', 'LINC01591_tpm_unstranded', 'AP001208.1_tpm_unstranded', 'AC131254.3_tpm_unstranded', 'AC016885.2_tpm_unstranded', 'AC021613.1_tpm_unstranded', 'AC078852.2_tpm_unstranded', 'AC068672.3_tpm_unstranded', 'AC005740.3_tpm_unstranded', 'LINC02055_tpm_unstranded', 'AC090136.3_tpm_unstranded', 'LINC01848_tpm_unstranded', 'RBPMS-AS1_tpm_unstranded', 'AC124067.3_tpm_unstranded', 'AC090193.1_tpm_unstranded', 'AC090572.3_tpm_unstranded', 'LINC02842_tpm_unstranded', 'LINC02155_tpm_unstranded', 'LINC02839_tpm_unstranded', 'AC108449.1_tpm_unstranded', 'LINC01947_tpm_unstranded', 'AC091939.1_tpm_unstranded', 'AC064807.3_tpm_unstranded', 'AC113386.1_tpm_unstranded', 'AC104051.2_tpm_unstranded', 'AC103853.2_tpm_unstranded', 'AC022733.1_tpm_unstranded', 'AC103957.2_tpm_unstranded', 'CRYZL2P-SEC16B_tpm_unstranded', 'AC110288.1_tpm_unstranded', 'AC009812.3_tpm_unstranded', 'AC025434.1_tpm_unstranded', 'AC008663.3_tpm_unstranded', 'AC090739.1_tpm_unstranded', 'CASC19_tpm_unstranded', 'AC114321.1_tpm_unstranded', 'AC079209.2_tpm_unstranded', 'AC090103.1_tpm_unstranded', 'AC004083.1_tpm_unstranded', 'AC113414.1_tpm_unstranded', 'AC008708.2_tpm_unstranded', 'AC011365.1_tpm_unstranded', 'AF279873.4_tpm_unstranded', 'AC011676.3_tpm_unstranded', 'AC068880.3_tpm_unstranded', 'AC015522.1_tpm_unstranded', 'AC022034.4_tpm_unstranded', 'AC009686.1_tpm_unstranded', 'AC100797.1_tpm_unstranded', 'AC011773.1_tpm_unstranded', 'LINC02855_tpm_unstranded', 'LINC01485_tpm_unstranded', 'AC087439.2_tpm_unstranded', 'AC023866.2_tpm_unstranded', 'AP003465.1_tpm_unstranded', 'LINC01933_tpm_unstranded', 'AC024681.2_tpm_unstranded', 'AC037459.3_tpm_unstranded', 'AC103760.1_tpm_unstranded', 'LINC02365_tpm_unstranded', 'AP003550.1_tpm_unstranded', 'AC021242.2_tpm_unstranded', 'AC100782.1_tpm_unstranded', 'AC002428.2_tpm_unstranded', 'AC100849.2_tpm_unstranded', 'AC011377.1_tpm_unstranded', 'AC068189.1_tpm_unstranded', 'AC100871.2_tpm_unstranded', 'AC103770.1_tpm_unstranded', 'AC012349.1_tpm_unstranded', 'AC087354.1_tpm_unstranded', 'AC015468.3_tpm_unstranded', 'AL451137.2_tpm_unstranded', 'AC022973.4_tpm_unstranded', 'PKIA-AS1_tpm_unstranded', 'ANK3-DT_tpm_unstranded', 'LINC00824_tpm_unstranded', 'AC009446.1_tpm_unstranded', 'AC107953.2_tpm_unstranded', 'AC007991.4_tpm_unstranded', 'AC087672.2_tpm_unstranded', 'AC124067.4_tpm_unstranded', 'AC011676.4_tpm_unstranded', 'AC026688.2_tpm_unstranded', 'AC008429.3_tpm_unstranded', 'AC091820.1_tpm_unstranded', 'AC008641.1_tpm_unstranded', 'LINC01944_tpm_unstranded', 'LINC01111_tpm_unstranded', 'AC087855.2_tpm_unstranded', 'AC037486.1_tpm_unstranded', 'AC137579.2_tpm_unstranded', 'AP003692.1_tpm_unstranded', 'AC021915.2_tpm_unstranded', 'AC023632.5_tpm_unstranded', 'AC022973.5_tpm_unstranded', 'AC246817.2_tpm_unstranded', 'AC016813.1_tpm_unstranded', 'AC018607.1_tpm_unstranded', 'AC104232.2_tpm_unstranded', 'NDST1-AS1_tpm_unstranded', 'AC021355.1_tpm_unstranded', 'AC083967.1_tpm_unstranded', 'MAFA-AS1_tpm_unstranded', 'AC064802.1_tpm_unstranded', 'AC022784.5_tpm_unstranded', 'AC091563.1_tpm_unstranded', 'LINC01288_tpm_unstranded', 'AC011131.1_tpm_unstranded', 'MIR2052HG_tpm_unstranded', 'AC091979.1_tpm_unstranded', 'AC090200.1_tpm_unstranded', 'AC046195.2_tpm_unstranded', 'AC011726.2_tpm_unstranded', 'AC011379.2_tpm_unstranded', 'AP000424.2_tpm_unstranded', 'AC091820.2_tpm_unstranded', 'AC062004.1_tpm_unstranded', 'AC087269.1_tpm_unstranded', 'HOXA-AS3_tpm_unstranded', 'AC025871.2_tpm_unstranded', 'AC040914.1_tpm_unstranded', 'MIR124-2HG_tpm_unstranded', 'AC084734.1_tpm_unstranded', 'AC048387.1_tpm_unstranded', 'RHPN1-AS1_tpm_unstranded', 'AC011363.1_tpm_unstranded', 'AC060765.2_tpm_unstranded', 'AL355432.1_tpm_unstranded', 'AC132192.1_tpm_unstranded', 'AC091564.2_tpm_unstranded', 'LINC02752_tpm_unstranded', 'AP003306.1_tpm_unstranded', 'AC087521.3_tpm_unstranded', 'LINC02732_tpm_unstranded', 'LINC02584_tpm_unstranded', 'SPON1-AS1_tpm_unstranded', 'AL139349.1_tpm_unstranded', 'AP003086.1_tpm_unstranded', 'AP000942.2_tpm_unstranded', 'LINC02696_tpm_unstranded', 'AP003392.1_tpm_unstranded', 'AP001972.1_tpm_unstranded', 'AC084083.1_tpm_unstranded', 'AC113143.1_tpm_unstranded', 'AP001001.1_tpm_unstranded', 'AP006295.1_tpm_unstranded', 'LINC02683_tpm_unstranded', 'AC068733.1_tpm_unstranded', 'AC022762.1_tpm_unstranded', 'OR7E11P_tpm_unstranded', 'ALG9-IT1_tpm_unstranded', 'CAPS2-AS1_tpm_unstranded', 'AP001107.2_tpm_unstranded', 'NAV2-AS2_tpm_unstranded', 'LINC02699_tpm_unstranded', 'AP001107.3_tpm_unstranded', 'AP002812.2_tpm_unstranded', 'AP002815.1_tpm_unstranded', 'AP001107.4_tpm_unstranded', 'AP002765.1_tpm_unstranded', 'AC069287.1_tpm_unstranded', 'AL354920.1_tpm_unstranded', 'AP000640.1_tpm_unstranded', 'LINC02749_tpm_unstranded', 'AP002336.1_tpm_unstranded', 'AC026191.1_tpm_unstranded', 'LINC02547_tpm_unstranded', 'AC007876.1_tpm_unstranded', 'MPPED2-AS1_tpm_unstranded', 'AP000487.2_tpm_unstranded', 'AC103681.1_tpm_unstranded', 'AC002056.2_tpm_unstranded', 'AP003068.1_tpm_unstranded', 'FBXO3-DT_tpm_unstranded', 'AP001107.5_tpm_unstranded', 'AP002802.1_tpm_unstranded', 'AC103855.1_tpm_unstranded', 'LINC02760_tpm_unstranded', 'LINC02750_tpm_unstranded', 'AC044839.1_tpm_unstranded', 'AC090791.1_tpm_unstranded', 'AP000757.1_tpm_unstranded', 'LINC02755_tpm_unstranded', 'FLJ20021_tpm_unstranded', 'AL358944.1_tpm_unstranded', 'AF186192.1_tpm_unstranded', 'AC027018.1_tpm_unstranded', 'AC239804.1_tpm_unstranded', 'AC040936.1_tpm_unstranded', 'NAV2-AS3_tpm_unstranded', 'AL354919.2_tpm_unstranded', 'AC105219.1_tpm_unstranded', 'AP000873.3_tpm_unstranded', 'XIRP2-AS1_tpm_unstranded', 'AC080023.1_tpm_unstranded', 'AF131215.2_tpm_unstranded', 'AC091047.1_tpm_unstranded', 'AC069287.2_tpm_unstranded', 'BBOX1-AS1_tpm_unstranded', 'AP003393.1_tpm_unstranded', 'LINC01493_tpm_unstranded', 'AP002768.1_tpm_unstranded', 'AC087277.1_tpm_unstranded', 'AP003501.1_tpm_unstranded', 'AL358937.1_tpm_unstranded', 'AP004550.1_tpm_unstranded', 'AC105219.2_tpm_unstranded', 'AC022039.1_tpm_unstranded', 'AC087276.1_tpm_unstranded', 'AC084125.1_tpm_unstranded', 'LINC02719_tpm_unstranded', 'AL035078.1_tpm_unstranded', 'AC124301.1_tpm_unstranded', 'AP003066.1_tpm_unstranded', 'ETS1-AS1_tpm_unstranded', 'AC123788.1_tpm_unstranded', 'LINC02686_tpm_unstranded', 'AP003715.1_tpm_unstranded', 'AP000662.1_tpm_unstranded', 'AP002336.2_tpm_unstranded', 'AP003555.1_tpm_unstranded', 'AC013714.1_tpm_unstranded', 'AP001783.1_tpm_unstranded', 'AP003068.2_tpm_unstranded', 'AC027031.2_tpm_unstranded', 'AC113192.1_tpm_unstranded', 'AL050327.1_tpm_unstranded', 'NAV2-AS4_tpm_unstranded', 'AF233439.1_tpm_unstranded', 'AP003100.1_tpm_unstranded', 'AL035078.2_tpm_unstranded', 'AP001922.2_tpm_unstranded', 'AP001372.1_tpm_unstranded', 'AP003119.1_tpm_unstranded', 'WAC-AS1_tpm_unstranded', 'AP002884.1_tpm_unstranded', 'AC116021.1_tpm_unstranded', 'AC091564.3_tpm_unstranded', 'AC087379.1_tpm_unstranded', 'AP000911.1_tpm_unstranded', 'AP003086.2_tpm_unstranded', 'AC018716.1_tpm_unstranded', 'AC024475.1_tpm_unstranded', 'LINC02685_tpm_unstranded', 'LINC02715_tpm_unstranded', 'LINC02682_tpm_unstranded', 'AP000781.1_tpm_unstranded', 'AC103681.2_tpm_unstranded', 'AC091053.1_tpm_unstranded', 'AL135934.1_tpm_unstranded', 'RASSF10-DT_tpm_unstranded', 'AP003032.1_tpm_unstranded', 'AP000873.4_tpm_unstranded', 'AC079329.1_tpm_unstranded', 'AP002387.1_tpm_unstranded', 'AL138812.1_tpm_unstranded', 'AC009646.2_tpm_unstranded', 'AC013549.3_tpm_unstranded', 'LINC02235_tpm_unstranded', 'AC233992.1_tpm_unstranded', 'AP002812.3_tpm_unstranded', 'AC010768.1_tpm_unstranded', 'AP001893.1_tpm_unstranded', 'AC087379.2_tpm_unstranded', 'AP000893.2_tpm_unstranded', 'LINC02695_tpm_unstranded', 'SENCR_tpm_unstranded', 'AP000722.1_tpm_unstranded', 'AC104237.1_tpm_unstranded', 'AP001970.1_tpm_unstranded', 'AL157756.1_tpm_unstranded', 'AP000879.1_tpm_unstranded', 'AP003059.1_tpm_unstranded', 'AP001831.1_tpm_unstranded', 'AC107973.1_tpm_unstranded', 'AC137894.1_tpm_unstranded', 'AP003396.3_tpm_unstranded', 'AC067930.1_tpm_unstranded', 'AC084855.1_tpm_unstranded', 'AC103855.2_tpm_unstranded', 'AC022690.2_tpm_unstranded', 'AC013799.1_tpm_unstranded', 'AP001107.6_tpm_unstranded', 'AC127526.1_tpm_unstranded', 'AC008750.1_tpm_unstranded', 'AP001107.7_tpm_unstranded', 'AC104009.1_tpm_unstranded', 'AC021393.1_tpm_unstranded', 'AC022182.1_tpm_unstranded', 'AP001825.1_tpm_unstranded', 'AC073172.1_tpm_unstranded', 'AP000842.1_tpm_unstranded', 'FAR1-IT1_tpm_unstranded', 'AC022182.2_tpm_unstranded', 'AP006437.1_tpm_unstranded', 'AP001189.3_tpm_unstranded', 'AC067930.2_tpm_unstranded', 'AC123777.1_tpm_unstranded', 'AP003031.1_tpm_unstranded', 'LMNTD2-AS1_tpm_unstranded', 'ANO3-AS1_tpm_unstranded', 'AC107882.1_tpm_unstranded', 'AL136309.3_tpm_unstranded', 'AC023442.2_tpm_unstranded', 'LINC02727_tpm_unstranded', 'AP001922.3_tpm_unstranded', 'AP003032.2_tpm_unstranded', 'AP002428.1_tpm_unstranded', 'AP001893.3_tpm_unstranded', 'RNF185-AS1_tpm_unstranded', 'AL035078.3_tpm_unstranded', 'AP001372.2_tpm_unstranded', 'AF131215.3_tpm_unstranded', 'LINC02551_tpm_unstranded', 'AP000757.2_tpm_unstranded', 'AL355075.1_tpm_unstranded', 'AC009806.1_tpm_unstranded', 'AP003390.1_tpm_unstranded', 'AP001107.8_tpm_unstranded', 'AC067930.3_tpm_unstranded', 'TMEM9B-AS1_tpm_unstranded', 'AC100768.1_tpm_unstranded', 'LGR4-AS1_tpm_unstranded', 'LINC02744_tpm_unstranded', 'AC107884.2_tpm_unstranded', 'AC100763.1_tpm_unstranded', 'LINC02688_tpm_unstranded', 'AP001267.1_tpm_unstranded', 'AP003171.1_tpm_unstranded', 'SUGT1P4-STRA6LP_tpm_unstranded', 'AC103794.1_tpm_unstranded', 'PTPRJ-AS1_tpm_unstranded', 'PKNOX2-AS1_tpm_unstranded', 'AP001547.1_tpm_unstranded', 'AC010247.1_tpm_unstranded', 'NAV2-AS1_tpm_unstranded', 'OPCML-IT1_tpm_unstranded', 'AC087362.1_tpm_unstranded', 'AC091053.2_tpm_unstranded', 'ANO1-AS1_tpm_unstranded', 'AP001318.1_tpm_unstranded', 'AC090707.1_tpm_unstranded', 'AC087276.2_tpm_unstranded', 'AC136475.2_tpm_unstranded', 'SCARNA9_tpm_unstranded', 'AC239802.1_tpm_unstranded', 'AC090692.1_tpm_unstranded', 'AC116456.1_tpm_unstranded', 'AC027779.1_tpm_unstranded', 'AP001372.3_tpm_unstranded', 'AL591684.2_tpm_unstranded', 'LINC02545_tpm_unstranded', 'AP001007.1_tpm_unstranded', 'AP000785.1_tpm_unstranded', 'LINC00678_tpm_unstranded', 'AF131215.4_tpm_unstranded', 'AP002833.1_tpm_unstranded', 'AL355310.3_tpm_unstranded', 'AP003501.2_tpm_unstranded', 'LINC02751_tpm_unstranded', 'AC044810.2_tpm_unstranded', 'LINC02705_tpm_unstranded', 'KIRREL3-AS2_tpm_unstranded', 'AP001972.2_tpm_unstranded', 'AP001458.1_tpm_unstranded', 'AC103974.1_tpm_unstranded', 'LINC02763_tpm_unstranded', 'AP003122.2_tpm_unstranded', 'AP003498.1_tpm_unstranded', 'AC105219.3_tpm_unstranded', 'AP001189.4_tpm_unstranded', 'AP002008.1_tpm_unstranded', 'AC025300.1_tpm_unstranded', 'RSF1-IT2_tpm_unstranded', 'AP002989.1_tpm_unstranded', 'AP002498.1_tpm_unstranded', 'AP001999.1_tpm_unstranded', 'AP001781.1_tpm_unstranded', 'AC124276.1_tpm_unstranded', 'LINC02324_tpm_unstranded', 'SLC1A2-AS1_tpm_unstranded', 'AP003128.1_tpm_unstranded', 'LINC02489_tpm_unstranded', 'LINC02739_tpm_unstranded', 'AP000755.1_tpm_unstranded', 'AF131216.3_tpm_unstranded', 'AC093496.1_tpm_unstranded', 'AC136475.3_tpm_unstranded', 'AP000842.2_tpm_unstranded', 'AP003049.2_tpm_unstranded', 'AC110058.1_tpm_unstranded', 'AP002807.1_tpm_unstranded', 'TSPAN18-AS1_tpm_unstranded', 'STRA6LP_tpm_unstranded', 'AP006287.2_tpm_unstranded', 'LINC02553_tpm_unstranded', 'AC103855.3_tpm_unstranded', 'NAV2-AS5_tpm_unstranded', 'AP000866.5_tpm_unstranded', 'AC069185.1_tpm_unstranded', 'AC067930.4_tpm_unstranded', 'FAM66D_tpm_unstranded', 'AC009656.1_tpm_unstranded', 'AP001318.2_tpm_unstranded', 'AC013549.4_tpm_unstranded', 'AC084838.1_tpm_unstranded', 'LINC02704_tpm_unstranded', 'AP003168.2_tpm_unstranded', 'GRM5-AS1_tpm_unstranded', 'AP003110.1_tpm_unstranded', 'AP001993.1_tpm_unstranded', 'AC136475.4_tpm_unstranded', 'AC087442.1_tpm_unstranded', 'AC010768.2_tpm_unstranded', 'AC090159.1_tpm_unstranded', 'AP006259.1_tpm_unstranded', 'AP003119.2_tpm_unstranded', 'AC103843.1_tpm_unstranded', 'AP005436.1_tpm_unstranded', 'AP006621.1_tpm_unstranded', 'LINC02740_tpm_unstranded', 'AP003392.3_tpm_unstranded', 'LINC02546_tpm_unstranded', 'AP003306.2_tpm_unstranded', 'AP003385.3_tpm_unstranded', 'OVOL1-AS1_tpm_unstranded', 'CENATAC-DT_tpm_unstranded', 'AP003064.1_tpm_unstranded', 'AP000880.1_tpm_unstranded', 'AC022874.1_tpm_unstranded', 'AC090138.1_tpm_unstranded', 'LINC02721_tpm_unstranded', 'AP002360.1_tpm_unstranded', 'AP001972.3_tpm_unstranded', 'AP000442.1_tpm_unstranded', 'AP006621.2_tpm_unstranded', 'AP000879.2_tpm_unstranded', 'STX17-AS1_tpm_unstranded', 'AP004247.2_tpm_unstranded', 'AC239802.2_tpm_unstranded', 'TOLLIP-AS1_tpm_unstranded', 'AC131934.1_tpm_unstranded', 'AC026894.1_tpm_unstranded', 'AC009652.1_tpm_unstranded', 'AF235103.1_tpm_unstranded', 'AC134775.1_tpm_unstranded', 'AC090857.2_tpm_unstranded', 'LINC02722_tpm_unstranded', 'LINC01499_tpm_unstranded', 'AP003068.3_tpm_unstranded', 'LINC02759_tpm_unstranded', 'AP000941.1_tpm_unstranded', 'MUC5B-AS1_tpm_unstranded', 'LINC02720_tpm_unstranded', 'AC027804.1_tpm_unstranded', 'AC084125.2_tpm_unstranded', 'LINC02711_tpm_unstranded', 'AC087277.2_tpm_unstranded', 'LINC02748_tpm_unstranded', 'AP003555.2_tpm_unstranded', 'LINC02726_tpm_unstranded', 'AC090559.1_tpm_unstranded', 'SNHG9_tpm_unstranded', 'AC087623.1_tpm_unstranded', 'AL049629.1_tpm_unstranded', 'AC011853.2_tpm_unstranded', 'AP001978.1_tpm_unstranded', 'AP001360.1_tpm_unstranded', 'AP000755.2_tpm_unstranded', 'AC109322.1_tpm_unstranded', 'LINC02690_tpm_unstranded', 'AC090124.1_tpm_unstranded', 'AC069287.3_tpm_unstranded', 'AP003969.1_tpm_unstranded', 'AP000446.1_tpm_unstranded', 'AP002992.1_tpm_unstranded', 'AC138230.1_tpm_unstranded', 'AP001636.3_tpm_unstranded', 'AP005436.2_tpm_unstranded', 'AC023078.1_tpm_unstranded', 'AP000793.1_tpm_unstranded', 'NECTIN1-AS1_tpm_unstranded', 'MIR100HG_tpm_unstranded', 'AP003059.2_tpm_unstranded', 'AL078612.1_tpm_unstranded', 'AL136146.2_tpm_unstranded', 'LINC02743_tpm_unstranded', 'KC877392.1_tpm_unstranded', 'LINC02687_tpm_unstranded', 'LINC02710_tpm_unstranded', 'NAV2-IT1_tpm_unstranded', 'AL137224.1_tpm_unstranded', 'AC113192.3_tpm_unstranded', 'RRM1-AS1_tpm_unstranded', 'AC023442.3_tpm_unstranded', 'AP006621.3_tpm_unstranded', 'AC068389.2_tpm_unstranded', 'AP003557.1_tpm_unstranded', 'LINC02745_tpm_unstranded', 'AP002893.1_tpm_unstranded', 'AC004923.4_tpm_unstranded', 'CSRP3-AS1_tpm_unstranded', 'AF131215.5_tpm_unstranded', 'DLG2-AS2_tpm_unstranded', 'AC100858.1_tpm_unstranded', 'AC024475.3_tpm_unstranded', 'AP002833.2_tpm_unstranded', 'AP000759.1_tpm_unstranded', 'AC068389.3_tpm_unstranded', 'LINC01495_tpm_unstranded', 'AC108136.1_tpm_unstranded', 'AP001922.5_tpm_unstranded', 'LINC02697_tpm_unstranded', 'AC136475.5_tpm_unstranded', 'LINC02756_tpm_unstranded', 'AP000907.2_tpm_unstranded', 'LINC02729_tpm_unstranded', 'AP001830.1_tpm_unstranded', 'AC087276.3_tpm_unstranded', 'AC234917.1_tpm_unstranded', 'LINC02706_tpm_unstranded', 'AP002957.1_tpm_unstranded', 'AP001775.2_tpm_unstranded', 'AC023946.1_tpm_unstranded', 'AP000640.2_tpm_unstranded', 'AC055878.1_tpm_unstranded', 'LINC02761_tpm_unstranded', 'LINC02757_tpm_unstranded', 'SMILR_tpm_unstranded', 'AC120036.4_tpm_unstranded', 'AC127526.2_tpm_unstranded', 'OPCML-IT2_tpm_unstranded', 'AC107886.1_tpm_unstranded', 'AL078612.2_tpm_unstranded', 'LINC02734_tpm_unstranded', 'AP001267.2_tpm_unstranded', 'LINC02741_tpm_unstranded', 'Z97989.1_tpm_unstranded', 'AC091564.4_tpm_unstranded', 'C8orf49_tpm_unstranded', 'AP001972.4_tpm_unstranded', 'TBX5-AS1_tpm_unstranded', 'AC124276.2_tpm_unstranded', 'AC027451.1_tpm_unstranded', 'AP001266.1_tpm_unstranded', 'LINC02730_tpm_unstranded', 'RSF1-IT1_tpm_unstranded', 'AC091564.5_tpm_unstranded', 'LINC02548_tpm_unstranded', 'LINC02718_tpm_unstranded', 'CASC23_tpm_unstranded', 'AP002340.1_tpm_unstranded', 'AP002954.1_tpm_unstranded', 'AC044839.2_tpm_unstranded', 'LINC02707_tpm_unstranded', 'AP002008.3_tpm_unstranded', 'AP003400.1_tpm_unstranded', 'LINC02735_tpm_unstranded', 'AP001922.6_tpm_unstranded', 'AP001267.3_tpm_unstranded', 'AL354813.1_tpm_unstranded', 'AP001085.1_tpm_unstranded', 'SIGLEC10-AS1_tpm_unstranded', 'CD44-AS1_tpm_unstranded', 'AP003064.2_tpm_unstranded', 'AC044839.3_tpm_unstranded', 'AC055860.1_tpm_unstranded', 'AP002812.5_tpm_unstranded', 'AC010768.4_tpm_unstranded', 'AP003486.1_tpm_unstranded', 'AC084125.3_tpm_unstranded', 'AC108471.2_tpm_unstranded', 'AC104031.1_tpm_unstranded', 'AP002433.1_tpm_unstranded', 'AP001107.9_tpm_unstranded', 'AC090099.1_tpm_unstranded', 'AP001528.1_tpm_unstranded', 'AL161668.2_tpm_unstranded', 'GAU1_tpm_unstranded', 'AP001007.2_tpm_unstranded', 'AC011092.2_tpm_unstranded', 'AC021713.1_tpm_unstranded', 'AP000944.1_tpm_unstranded', 'AP001189.5_tpm_unstranded', 'AL353699.1_tpm_unstranded', 'AP001830.2_tpm_unstranded', 'LINC02764_tpm_unstranded', 'AC087362.2_tpm_unstranded', 'AC100858.2_tpm_unstranded', 'LINC00681_tpm_unstranded', 'AC145124.1_tpm_unstranded', 'AC103796.1_tpm_unstranded', 'AC068385.1_tpm_unstranded', 'LINC02713_tpm_unstranded', 'AP001767.2_tpm_unstranded', 'AP003718.1_tpm_unstranded', 'UVRAG-DT_tpm_unstranded', 'LINC02684_tpm_unstranded', 'AP005436.3_tpm_unstranded', 'AP002748.4_tpm_unstranded', 'AC090589.2_tpm_unstranded', 'AL356215.1_tpm_unstranded', 'AP001652.1_tpm_unstranded', 'AL137804.1_tpm_unstranded', 'AP003123.1_tpm_unstranded', 'AP000708.1_tpm_unstranded', 'AP002336.3_tpm_unstranded', 'AC090625.2_tpm_unstranded', 'B3GAT1-DT_tpm_unstranded', 'AP003043.1_tpm_unstranded', 'LINC02733_tpm_unstranded', 'AP000857.2_tpm_unstranded', 'AP001266.2_tpm_unstranded', 'AC013762.1_tpm_unstranded', 'ZNF252P-AS1_tpm_unstranded', 'AC073651.1_tpm_unstranded', 'BRWD1-AS2_tpm_unstranded', 'MIR9-3HG_tpm_unstranded', 'AC018653.1_tpm_unstranded', 'AP000462.1_tpm_unstranded', 'AC007368.1_tpm_unstranded', 'AP000997.2_tpm_unstranded', 'AP000820.1_tpm_unstranded', 'AP000439.1_tpm_unstranded', 'AC006063.1_tpm_unstranded', 'LINC02440_tpm_unstranded', 'AC023790.2_tpm_unstranded', 'AC140847.1_tpm_unstranded', 'AC025576.1_tpm_unstranded', 'AC010185.1_tpm_unstranded', 'AC093510.1_tpm_unstranded', 'AC087242.1_tpm_unstranded', 'AC008114.1_tpm_unstranded', 'FAM222A-AS1_tpm_unstranded', 'AC140847.2_tpm_unstranded', 'AC007570.1_tpm_unstranded', 'RERG-AS1_tpm_unstranded', 'LINC02700_tpm_unstranded', 'AC007619.1_tpm_unstranded', 'AC007406.1_tpm_unstranded', 'AP002892.1_tpm_unstranded', 'JRKL-AS1_tpm_unstranded', 'AC091564.6_tpm_unstranded', 'AC073864.1_tpm_unstranded', 'AP003174.1_tpm_unstranded', 'AC002563.1_tpm_unstranded', 'LINC02389_tpm_unstranded', 'LINC02460_tpm_unstranded', 'SNHG1_tpm_unstranded', 'AC108516.2_tpm_unstranded', 'LINC01489_tpm_unstranded', 'IFNG-AS1_tpm_unstranded', 'AGAP2-AS1_tpm_unstranded', 'AP000808.1_tpm_unstranded', 'AC023796.1_tpm_unstranded', 'AC007406.2_tpm_unstranded', 'AC022509.1_tpm_unstranded', 'LINC02422_tpm_unstranded', 'LINC01479_tpm_unstranded', 'LINC02747_tpm_unstranded', 'AC005845.1_tpm_unstranded', 'AC078950.1_tpm_unstranded', 'RMST_tpm_unstranded', 'AC092746.1_tpm_unstranded', 'PDE2A-AS1_tpm_unstranded', 'AL121988.1_tpm_unstranded', 'LINC02439_tpm_unstranded', 'AC025576.2_tpm_unstranded', 'AC006205.1_tpm_unstranded', 'AC092490.2_tpm_unstranded', 'AC117503.1_tpm_unstranded', 'AP000593.3_tpm_unstranded', 'AP000777.1_tpm_unstranded', 'AP003717.1_tpm_unstranded', 'RXYLT1-AS1_tpm_unstranded', 'AC069503.1_tpm_unstranded', 'PXN-AS1_tpm_unstranded', 'AC055720.1_tpm_unstranded', 'AC090023.1_tpm_unstranded', 'DENND5B-AS1_tpm_unstranded', 'AC007529.1_tpm_unstranded', 'PRECSIT_tpm_unstranded', 'AC091814.1_tpm_unstranded', 'AC020611.2_tpm_unstranded', 'AP000786.1_tpm_unstranded', 'AC024901.1_tpm_unstranded', 'AC148477.1_tpm_unstranded', 'CCND2-AS1_tpm_unstranded', 'AC026310.1_tpm_unstranded', 'AP002993.1_tpm_unstranded', 'AP000943.2_tpm_unstranded', 'AP003108.1_tpm_unstranded', 'AC117500.2_tpm_unstranded', 'AC006065.3_tpm_unstranded', 'AC025252.1_tpm_unstranded', 'AC069234.1_tpm_unstranded', 'AP002754.2_tpm_unstranded', 'RPS6KB2-AS1_tpm_unstranded', 'GABARAPL1-AS1_tpm_unstranded', 'AP000777.2_tpm_unstranded', 'AC006064.3_tpm_unstranded', 'AC024145.1_tpm_unstranded', 'LINC02421_tpm_unstranded', 'AP000439.2_tpm_unstranded', 'AC007848.1_tpm_unstranded', 'AC131009.1_tpm_unstranded', 'LINC02824_tpm_unstranded', 'AC079949.1_tpm_unstranded', 'AC084117.1_tpm_unstranded', 'ARAP1-AS1_tpm_unstranded', 'AC125616.1_tpm_unstranded', 'AC007688.3_tpm_unstranded', 'AC027277.1_tpm_unstranded', 'AC006205.2_tpm_unstranded', 'LINC02411_tpm_unstranded', 'CACNA1C-AS4_tpm_unstranded', 'AC026362.1_tpm_unstranded', 'AP002770.1_tpm_unstranded', 'LINC02446_tpm_unstranded', 'PAPPA-AS1_tpm_unstranded', 'AC063926.1_tpm_unstranded', 'AC084291.1_tpm_unstranded', 'AC078889.1_tpm_unstranded', 'URB1-AS1_tpm_unstranded', 'LINC02442_tpm_unstranded', 'AC090673.1_tpm_unstranded', 'AC092112.1_tpm_unstranded', 'AC130404.1_tpm_unstranded', 'SBNO1-AS1_tpm_unstranded', 'AC092745.1_tpm_unstranded', 'LINC02443_tpm_unstranded', 'AP001453.1_tpm_unstranded', 'SOX5-AS1_tpm_unstranded', 'LINC01152_tpm_unstranded', 'LINC00944_tpm_unstranded', 'AC117373.1_tpm_unstranded', 'AC007637.1_tpm_unstranded', 'AC006206.1_tpm_unstranded', 'AC087863.2_tpm_unstranded', 'ITFG2-AS1_tpm_unstranded', 'ADGRD1-AS1_tpm_unstranded', 'AC027290.1_tpm_unstranded', 'LINC02598_tpm_unstranded', 'LINC02571_tpm_unstranded', 'LINC02420_tpm_unstranded', 'AC055720.2_tpm_unstranded', 'LINC00507_tpm_unstranded', 'AP002518.1_tpm_unstranded', 'AP003721.1_tpm_unstranded', 'TSPAN9-IT1_tpm_unstranded', 'AC078962.2_tpm_unstranded', 'AC073862.1_tpm_unstranded', 'AC073578.1_tpm_unstranded', 'AC007848.2_tpm_unstranded', 'AP003037.1_tpm_unstranded', 'AC092747.1_tpm_unstranded', 'LINC02387_tpm_unstranded', 'AC022509.2_tpm_unstranded', 'AC007450.1_tpm_unstranded', 'AC026333.3_tpm_unstranded', 'AC073912.1_tpm_unstranded', 'AC019209.1_tpm_unstranded', 'CACNA1C-IT2_tpm_unstranded', 'AC117500.3_tpm_unstranded', 'LINC02425_tpm_unstranded', 'USP30-AS1_tpm_unstranded', 'LINC02454_tpm_unstranded', 'CACNA1C-AS2_tpm_unstranded', 'AC022511.1_tpm_unstranded', 'AC048382.1_tpm_unstranded', 'AP003174.2_tpm_unstranded', 'AC078878.2_tpm_unstranded', 'LINC02398_tpm_unstranded', 'LINC02617_tpm_unstranded', 'LINC02376_tpm_unstranded', 'AC135388.1_tpm_unstranded', 'AC073912.2_tpm_unstranded', 'AC007527.1_tpm_unstranded', 'AC084880.2_tpm_unstranded', 'AC138466.1_tpm_unstranded', 'AC078962.3_tpm_unstranded', 'AP000462.2_tpm_unstranded', 'AC087235.2_tpm_unstranded', 'AC025423.1_tpm_unstranded', 'AC007655.1_tpm_unstranded', 'AP006333.1_tpm_unstranded', 'AC095350.1_tpm_unstranded', 'AL132708.1_tpm_unstranded', 'LINC02375_tpm_unstranded', 'AC069234.2_tpm_unstranded', 'AC009509.1_tpm_unstranded', 'AC005832.1_tpm_unstranded', 'AC048352.1_tpm_unstranded', 'AP003785.1_tpm_unstranded', 'AC006206.2_tpm_unstranded', 'LINC02552_tpm_unstranded', 'LINC02414_tpm_unstranded', 'AC010175.1_tpm_unstranded', 'AC005840.2_tpm_unstranded', 'AC019209.2_tpm_unstranded', 'AC010186.1_tpm_unstranded', 'AP003559.1_tpm_unstranded', 'AP000763.3_tpm_unstranded', 'AP003170.3_tpm_unstranded', 'AC080075.1_tpm_unstranded', 'AL732437.1_tpm_unstranded', 'AP002383.2_tpm_unstranded', 'AC087260.1_tpm_unstranded', 'AP006333.2_tpm_unstranded', 'AC023796.2_tpm_unstranded', 'AC140118.1_tpm_unstranded', 'LINC02825_tpm_unstranded', 'LINC02468_tpm_unstranded', 'AC009509.2_tpm_unstranded', 'MRGPRF-AS1_tpm_unstranded', 'AC009511.1_tpm_unstranded', 'AC022081.1_tpm_unstranded', 'AC046130.2_tpm_unstranded', 'AC007406.3_tpm_unstranded', 'AC148477.2_tpm_unstranded', 'AC156455.1_tpm_unstranded', 'LINC02369_tpm_unstranded', 'LINC01486_tpm_unstranded', 'AC007552.2_tpm_unstranded', 'AP002761.2_tpm_unstranded', 'AC069234.3_tpm_unstranded', 'AC079866.2_tpm_unstranded', 'LINC02361_tpm_unstranded', 'SLC6A12-AS1_tpm_unstranded', 'LINC02390_tpm_unstranded', 'AC027544.2_tpm_unstranded', 'AC026358.1_tpm_unstranded', 'LINC02393_tpm_unstranded', 'AP003170.4_tpm_unstranded', 'AC084880.3_tpm_unstranded', 'AC010197.1_tpm_unstranded', 'ZBTB11-AS1_tpm_unstranded', 'AC135586.2_tpm_unstranded', 'PDE2A-AS2_tpm_unstranded', 'LINC01965_tpm_unstranded', 'LINC00273_tpm_unstranded', 'LINC02441_tpm_unstranded', 'RERG-IT1_tpm_unstranded', 'AC005906.2_tpm_unstranded', 'AC008115.1_tpm_unstranded', 'LINC02368_tpm_unstranded', 'A2ML1-AS1_tpm_unstranded', 'AC078962.4_tpm_unstranded', 'LINC02455_tpm_unstranded', 'LINC02737_tpm_unstranded', 'AC019209.3_tpm_unstranded', 'AP001160.1_tpm_unstranded', 'AC005908.2_tpm_unstranded', 'AC026369.2_tpm_unstranded', 'AC003982.1_tpm_unstranded', 'TMEM132D-AS2_tpm_unstranded', 'AL137779.1_tpm_unstranded', 'AC005342.2_tpm_unstranded', 'AC134349.1_tpm_unstranded', 'AC087318.1_tpm_unstranded', 'LINC02698_tpm_unstranded', 'CACNA1C-IT3_tpm_unstranded', 'AC006065.4_tpm_unstranded', 'AP003721.2_tpm_unstranded', 'AP002892.2_tpm_unstranded', 'KDM2B-DT_tpm_unstranded', 'MADD-AS1_tpm_unstranded', 'AC009511.2_tpm_unstranded', 'LINC02423_tpm_unstranded', 'PLBD1-AS1_tpm_unstranded', 'AP002840.1_tpm_unstranded', 'CACNA1C-AS3_tpm_unstranded', 'AC079031.1_tpm_unstranded', 'AP000753.2_tpm_unstranded', 'AC022613.1_tpm_unstranded', 'AC024224.2_tpm_unstranded', 'AC078925.1_tpm_unstranded', 'AC079360.1_tpm_unstranded', 'AP000777.3_tpm_unstranded', 'AC122688.2_tpm_unstranded', 'AP000721.2_tpm_unstranded', 'CACNA1C-IT1_tpm_unstranded', 'PARP11-AS1_tpm_unstranded', 'AC079031.2_tpm_unstranded', 'AC129102.1_tpm_unstranded', 'AC084880.4_tpm_unstranded', 'LINC02366_tpm_unstranded', 'AC022509.3_tpm_unstranded', 'AC018410.1_tpm_unstranded', 'A2ML1-AS2_tpm_unstranded', 'LINC02419_tpm_unstranded', 'AC090023.2_tpm_unstranded', 'AP000851.1_tpm_unstranded', 'AC084819.1_tpm_unstranded', 'ADGRA1-AS1_tpm_unstranded', 'AP000763.4_tpm_unstranded', 'PPP1R14B-AS1_tpm_unstranded', 'AC148477.3_tpm_unstranded', 'AP003721.3_tpm_unstranded', 'AP002518.2_tpm_unstranded', 'AC026369.3_tpm_unstranded', 'AC131009.2_tpm_unstranded', 'AC018653.3_tpm_unstranded', 'AC084375.1_tpm_unstranded', 'LINC00508_tpm_unstranded', 'AP000462.3_tpm_unstranded', 'AC053513.2_tpm_unstranded', 'AC135782.1_tpm_unstranded', 'AC005833.2_tpm_unstranded', 'LINC02378_tpm_unstranded', 'AC084816.1_tpm_unstranded', 'AC137590.1_tpm_unstranded', 'AP000438.1_tpm_unstranded', 'AC008115.2_tpm_unstranded', 'AC022367.1_tpm_unstranded', 'AC008250.1_tpm_unstranded', 'AC087241.2_tpm_unstranded', 'AC023595.1_tpm_unstranded', 'AC010186.3_tpm_unstranded', 'AP002761.3_tpm_unstranded', 'AC008011.2_tpm_unstranded', 'AC016746.1_tpm_unstranded', 'LINC02417_tpm_unstranded', 'AP003721.4_tpm_unstranded', 'LINC02282_tpm_unstranded', 'AP001363.2_tpm_unstranded', 'AC091078.1_tpm_unstranded', 'LINC02703_tpm_unstranded', 'KCNK4-TEX40_tpm_unstranded', 'AC073530.1_tpm_unstranded', 'MIR200CHG_tpm_unstranded', 'AP001453.2_tpm_unstranded', 'AC084361.1_tpm_unstranded', 'AL161747.2_tpm_unstranded', 'CLIP1-AS1_tpm_unstranded', 'AC006581.1_tpm_unstranded', 'LINC02450_tpm_unstranded', 'AL356756.1_tpm_unstranded', 'AC093025.1_tpm_unstranded', 'FOXG1-AS1_tpm_unstranded', 'CLLU1_tpm_unstranded', 'ODC1-DT_tpm_unstranded', 'LINC02874_tpm_unstranded', 'LINC02821_tpm_unstranded', 'AL163973.2_tpm_unstranded', 'LINC02451_tpm_unstranded', 'AC079362.1_tpm_unstranded', 'TMPO-AS1_tpm_unstranded', 'AC009318.1_tpm_unstranded', 'AC103702.1_tpm_unstranded', 'AC009135.1_tpm_unstranded', 'AC025423.4_tpm_unstranded', 'AC090502.2_tpm_unstranded', 'LINC02293_tpm_unstranded', 'AC090709.1_tpm_unstranded', 'LINC02385_tpm_unstranded', 'AC126178.1_tpm_unstranded', 'AC084398.2_tpm_unstranded', 'LNCOG_tpm_unstranded', 'AC007569.1_tpm_unstranded', 'AC079907.1_tpm_unstranded', 'AC079601.1_tpm_unstranded', 'AC079584.2_tpm_unstranded', 'AC090531.1_tpm_unstranded', 'LINC02448_tpm_unstranded', 'AC078814.1_tpm_unstranded', 'AC090630.1_tpm_unstranded', 'AC078922.1_tpm_unstranded', 'LINC01619_tpm_unstranded', 'AC124947.1_tpm_unstranded', 'AC131157.1_tpm_unstranded', 'AC008147.1_tpm_unstranded', 'AC012150.1_tpm_unstranded', 'LINC02388_tpm_unstranded', 'AC008014.1_tpm_unstranded', 'AC023511.1_tpm_unstranded', 'AC136443.3_tpm_unstranded', 'AC123905.1_tpm_unstranded', 'AC002375.1_tpm_unstranded', 'AL928654.2_tpm_unstranded', 'KIRREL3-AS1_tpm_unstranded', 'AL162311.1_tpm_unstranded', 'AL139020.1_tpm_unstranded', 'AC092652.1_tpm_unstranded', 'AC127164.1_tpm_unstranded', 'AC012464.1_tpm_unstranded', 'AC013437.1_tpm_unstranded', 'AL132780.1_tpm_unstranded', 'AC089999.1_tpm_unstranded', 'AC080011.1_tpm_unstranded', 'AC008147.2_tpm_unstranded', 'AC073896.2_tpm_unstranded', 'AL589743.1_tpm_unstranded', 'AC008127.1_tpm_unstranded', 'AC138123.1_tpm_unstranded', 'AC138360.1_tpm_unstranded', 'AC012555.1_tpm_unstranded', 'AC011611.2_tpm_unstranded', 'AC068888.1_tpm_unstranded', 'AC025165.2_tpm_unstranded', 'LINC02413_tpm_unstranded', 'AC011603.1_tpm_unstranded', 'AC048341.1_tpm_unstranded', 'AC073863.1_tpm_unstranded', 'AC138969.2_tpm_unstranded', 'AC012038.1_tpm_unstranded', 'AC025154.1_tpm_unstranded', 'AC023509.1_tpm_unstranded', 'AC025257.1_tpm_unstranded', 'AC126763.1_tpm_unstranded', 'AL512310.2_tpm_unstranded', 'AC126177.3_tpm_unstranded', 'AC023161.1_tpm_unstranded', 'AC009803.1_tpm_unstranded', 'AC089984.1_tpm_unstranded', 'AC074031.1_tpm_unstranded', 'AC089998.1_tpm_unstranded', 'AC004241.1_tpm_unstranded', 'AC073525.1_tpm_unstranded', 'AC087311.1_tpm_unstranded', 'AC011595.1_tpm_unstranded', 'AC068305.2_tpm_unstranded', 'AC034102.3_tpm_unstranded', 'AC004551.1_tpm_unstranded', 'AC011611.3_tpm_unstranded', 'AC025575.1_tpm_unstranded', 'AC009320.1_tpm_unstranded', 'AC069437.1_tpm_unstranded', 'PPFIA2-AS1_tpm_unstranded', 'AC007656.1_tpm_unstranded', 'AL355112.1_tpm_unstranded', 'AC027288.1_tpm_unstranded', 'AC068888.2_tpm_unstranded', 'LINC02459_tpm_unstranded', 'LINC01154_tpm_unstranded', 'LINC02354_tpm_unstranded', 'AC004217.1_tpm_unstranded', 'KRT73-AS1_tpm_unstranded', 'AC025031.1_tpm_unstranded', 'AC121761.1_tpm_unstranded', 'AC055736.1_tpm_unstranded', 'LINC02297_tpm_unstranded', 'LINC02373_tpm_unstranded', 'AC073487.1_tpm_unstranded', 'LINC02402_tpm_unstranded', 'AC117505.1_tpm_unstranded', 'AC011601.1_tpm_unstranded', 'AC026765.2_tpm_unstranded', 'AC078880.1_tpm_unstranded', 'AL133166.1_tpm_unstranded', 'LINC02326_tpm_unstranded', 'AC107032.2_tpm_unstranded', 'AC126755.1_tpm_unstranded', 'AC048344.1_tpm_unstranded', 'AC023794.4_tpm_unstranded', 'LINC02403_tpm_unstranded', 'AC063948.1_tpm_unstranded', 'AC079385.1_tpm_unstranded', 'AC078929.1_tpm_unstranded', 'AC023509.2_tpm_unstranded', 'HLX-AS1_tpm_unstranded', 'AC034102.4_tpm_unstranded', 'LINC02298_tpm_unstranded', 'PPP1R12A-AS1_tpm_unstranded', 'AC126755.2_tpm_unstranded', 'AC079035.1_tpm_unstranded', 'AC007540.1_tpm_unstranded', 'LINC01475_tpm_unstranded', 'LINC00609_tpm_unstranded', 'AC136188.1_tpm_unstranded', 'AC025154.2_tpm_unstranded', 'LINC02356_tpm_unstranded', 'SCAT2_tpm_unstranded', 'OVCH1-AS1_tpm_unstranded', 'AC010183.1_tpm_unstranded', 'MYG1-AS1_tpm_unstranded', 'AC073957.2_tpm_unstranded', 'MIR4307HG_tpm_unstranded', 'AL133304.1_tpm_unstranded', 'PSMA3-AS1_tpm_unstranded', 'AL512356.1_tpm_unstranded', 'AC079310.1_tpm_unstranded', 'G2E3-AS1_tpm_unstranded', 'KCCAT198_tpm_unstranded', 'AC124312.2_tpm_unstranded', 'AC117498.1_tpm_unstranded', 'AC125603.1_tpm_unstranded', 'AC079950.1_tpm_unstranded', 'ADCY6-DT_tpm_unstranded', 'AC025259.1_tpm_unstranded', 'KRT7-AS_tpm_unstranded', 'LINC02464_tpm_unstranded', 'AC025265.1_tpm_unstranded', 'AC090503.1_tpm_unstranded', 'LINC02463_tpm_unstranded', 'AC010203.2_tpm_unstranded', 'GIHCG_tpm_unstranded', 'AC055716.3_tpm_unstranded', 'LBX2-AS1_tpm_unstranded', 'AC068643.1_tpm_unstranded', 'AC079385.2_tpm_unstranded', 'AC007298.1_tpm_unstranded', 'CPNE8-AS1_tpm_unstranded', 'LINC02399_tpm_unstranded', 'AC078880.2_tpm_unstranded', 'AC090679.2_tpm_unstranded', 'AC089983.1_tpm_unstranded', 'AC090115.1_tpm_unstranded', 'AC025265.2_tpm_unstranded', 'AC073896.3_tpm_unstranded', 'LINC01490_tpm_unstranded', 'AC138123.2_tpm_unstranded', 'LINC02426_tpm_unstranded', 'LINC02281_tpm_unstranded', 'LINC02445_tpm_unstranded', 'AC012555.2_tpm_unstranded', 'LINC02386_tpm_unstranded', 'AL357153.2_tpm_unstranded', 'AC078860.2_tpm_unstranded', 'LINC02401_tpm_unstranded', 'AC020656.1_tpm_unstranded', 'AC025265.3_tpm_unstranded', 'AC026401.1_tpm_unstranded', 'LINC02395_tpm_unstranded', 'AC009387.1_tpm_unstranded', 'LINC02400_tpm_unstranded', 'AC112481.1_tpm_unstranded', 'AC039056.1_tpm_unstranded', 'AC073573.1_tpm_unstranded', 'AC034102.5_tpm_unstranded', 'PRANCR_tpm_unstranded', 'AC026765.3_tpm_unstranded', 'AC068789.1_tpm_unstranded', 'AL133304.2_tpm_unstranded', 'AC121757.1_tpm_unstranded', 'AC021066.1_tpm_unstranded', 'AL136418.1_tpm_unstranded', 'AC073591.1_tpm_unstranded', 'AC089998.2_tpm_unstranded', 'AC011611.4_tpm_unstranded', 'LINC02588_tpm_unstranded', 'LINC02294_tpm_unstranded', 'AC012038.2_tpm_unstranded', 'CASC18_tpm_unstranded', 'AC068643.2_tpm_unstranded', 'AC090049.1_tpm_unstranded', 'AL139023.1_tpm_unstranded', 'AC027287.2_tpm_unstranded', 'AC007298.2_tpm_unstranded', 'AC130415.1_tpm_unstranded', 'AC078789.1_tpm_unstranded', 'AC125603.2_tpm_unstranded', 'AC011595.2_tpm_unstranded', 'AL929601.1_tpm_unstranded', 'LINC02404_tpm_unstranded', 'AC027288.3_tpm_unstranded', 'AL162632.1_tpm_unstranded', 'AL133372.3_tpm_unstranded', 'LINC02156_tpm_unstranded', 'AC124784.1_tpm_unstranded', 'LINC02258_tpm_unstranded', 'DDN-AS1_tpm_unstranded', 'AC079385.3_tpm_unstranded', 'LINC02409_tpm_unstranded', 'LINC02416_tpm_unstranded', 'AC008083.2_tpm_unstranded', 'AC078776.1_tpm_unstranded', 'LHX5-AS1_tpm_unstranded', 'AC079598.1_tpm_unstranded', 'AC025030.2_tpm_unstranded', 'AC068993.2_tpm_unstranded', 'AC083805.2_tpm_unstranded', 'AC004801.3_tpm_unstranded', 'AC008125.1_tpm_unstranded', 'CR383656.10_tpm_unstranded', 'AC011773.2_tpm_unstranded', 'AC020612.3_tpm_unstranded', 'AC004801.4_tpm_unstranded', 'LINC02306_tpm_unstranded', 'AC078864.1_tpm_unstranded', 'AC084365.1_tpm_unstranded', 'AC010183.2_tpm_unstranded', 'AC126614.1_tpm_unstranded', 'AC063947.1_tpm_unstranded', 'AC016705.1_tpm_unstranded', 'AC011603.2_tpm_unstranded', 'LINC02457_tpm_unstranded', 'AC078955.1_tpm_unstranded', 'AL135878.1_tpm_unstranded', 'AC012157.2_tpm_unstranded', 'AC123567.2_tpm_unstranded', 'LINC02327_tpm_unstranded', 'AC117377.1_tpm_unstranded', 'AC073569.1_tpm_unstranded', 'AC073569.2_tpm_unstranded', 'AL139316.1_tpm_unstranded', 'AC025575.2_tpm_unstranded', 'AC009779.2_tpm_unstranded', 'BCDIN3D-AS1_tpm_unstranded', 'AC138331.1_tpm_unstranded', 'AC079600.3_tpm_unstranded', 'AC078923.1_tpm_unstranded', 'AL110292.1_tpm_unstranded', 'AL391832.3_tpm_unstranded', 'AC128707.1_tpm_unstranded', 'AC079313.1_tpm_unstranded', 'AC078820.1_tpm_unstranded', 'AC005841.1_tpm_unstranded', 'AC025031.2_tpm_unstranded', 'LINC02286_tpm_unstranded', 'ATXN2-AS_tpm_unstranded', 'LINC02823_tpm_unstranded', 'AC010173.1_tpm_unstranded', 'AL158058.1_tpm_unstranded', 'AC009803.2_tpm_unstranded', 'AC005871.2_tpm_unstranded', 'AC090109.1_tpm_unstranded', 'AC026116.1_tpm_unstranded', 'AC087897.2_tpm_unstranded', 'AC089987.2_tpm_unstranded', 'AC044802.2_tpm_unstranded', 'LINC02444_tpm_unstranded', 'AC025254.1_tpm_unstranded', 'AC007656.2_tpm_unstranded', 'LINC02396_tpm_unstranded', 'AC007622.2_tpm_unstranded', 'AC079313.2_tpm_unstranded', 'AC127894.1_tpm_unstranded', 'LINC02406_tpm_unstranded', 'AC069228.1_tpm_unstranded', 'AC107023.1_tpm_unstranded', 'AC025569.1_tpm_unstranded', 'LINC00485_tpm_unstranded', 'AC089998.4_tpm_unstranded', 'LINC02412_tpm_unstranded', 'AC073655.1_tpm_unstranded', 'LINC02300_tpm_unstranded', 'AC008149.1_tpm_unstranded', 'AC016993.1_tpm_unstranded', 'AC008083.3_tpm_unstranded', 'LINC02392_tpm_unstranded', 'AC010196.1_tpm_unstranded', 'AL163973.3_tpm_unstranded', 'NKX2-2-AS1_tpm_unstranded', 'AC073896.4_tpm_unstranded', 'AC004801.5_tpm_unstranded', 'AC144548.1_tpm_unstranded', 'AC108721.1_tpm_unstranded', 'AC009522.1_tpm_unstranded', 'LINC02424_tpm_unstranded', 'AC073571.1_tpm_unstranded', 'AC020637.1_tpm_unstranded', 'AC125611.3_tpm_unstranded', 'AC024257.1_tpm_unstranded', 'AC133480.1_tpm_unstranded', 'AC002351.1_tpm_unstranded', 'AC125603.3_tpm_unstranded', 'AC078865.1_tpm_unstranded', 'AC010177.1_tpm_unstranded', 'AC011773.3_tpm_unstranded', 'AC073896.5_tpm_unstranded', 'AL929601.2_tpm_unstranded', 'AC007513.1_tpm_unstranded', 'AC012085.2_tpm_unstranded', 'LINC00592_tpm_unstranded', 'AC011603.3_tpm_unstranded', 'TESC-AS1_tpm_unstranded', 'LINC02410_tpm_unstranded', 'AC090503.2_tpm_unstranded', 'VASH1-AS1_tpm_unstranded', 'AC025034.1_tpm_unstranded', 'AC012464.2_tpm_unstranded', 'AC079907.2_tpm_unstranded', 'AC016152.1_tpm_unstranded', 'AC084879.2_tpm_unstranded', 'AL589182.1_tpm_unstranded', 'AC034102.6_tpm_unstranded', 'AC073575.1_tpm_unstranded', 'LINC02461_tpm_unstranded', 'LINC02394_tpm_unstranded', 'AC125611.4_tpm_unstranded', 'AC130895.1_tpm_unstranded', 'AC090680.1_tpm_unstranded', 'AL133304.3_tpm_unstranded', 'AC090001.1_tpm_unstranded', 'AC078778.1_tpm_unstranded', 'AC034102.7_tpm_unstranded', 'AC079384.1_tpm_unstranded', 'AC138932.1_tpm_unstranded', 'AC079174.1_tpm_unstranded', 'CR383656.12_tpm_unstranded', 'AC073655.2_tpm_unstranded', 'AC004846.1_tpm_unstranded', 'AL139099.1_tpm_unstranded', 'AL139021.1_tpm_unstranded', 'AL355097.1_tpm_unstranded', 'AL356805.1_tpm_unstranded', 'AL132819.1_tpm_unstranded', 'RCCD1-AS1_tpm_unstranded', 'AL352984.1_tpm_unstranded', 'LINC02318_tpm_unstranded', 'AL049833.1_tpm_unstranded', 'AL442163.1_tpm_unstranded', 'AL117190.1_tpm_unstranded', 'AL591767.1_tpm_unstranded', 'AC016526.1_tpm_unstranded', 'LINC02320_tpm_unstranded', 'AL157955.1_tpm_unstranded', 'AC087386.1_tpm_unstranded', 'AL355102.1_tpm_unstranded', 'AL158801.2_tpm_unstranded', 'AL121790.1_tpm_unstranded', 'AF123462.1_tpm_unstranded', 'AC022469.1_tpm_unstranded', 'AL160191.1_tpm_unstranded', 'AL512791.1_tpm_unstranded', 'AC013451.1_tpm_unstranded', 'AL162872.1_tpm_unstranded', 'AL161757.2_tpm_unstranded', 'AL583722.1_tpm_unstranded', 'AC087633.1_tpm_unstranded', 'AC048337.1_tpm_unstranded', 'AL139193.1_tpm_unstranded', 'LINC00641_tpm_unstranded', 'AC005225.1_tpm_unstranded', 'AL132855.1_tpm_unstranded', 'AC023510.1_tpm_unstranded', 'AL139099.2_tpm_unstranded', 'EGILA_tpm_unstranded', 'AC016526.2_tpm_unstranded', 'AL158801.3_tpm_unstranded', 'AL132780.2_tpm_unstranded', 'AL160314.2_tpm_unstranded', 'AL356019.1_tpm_unstranded', 'AL355096.1_tpm_unstranded', 'AL160237.1_tpm_unstranded', 'AL161668.3_tpm_unstranded', 'AC007686.2_tpm_unstranded', 'LINC02313_tpm_unstranded', 'LINC02207_tpm_unstranded', 'AC009396.1_tpm_unstranded', 'LINC00640_tpm_unstranded', 'AL133240.1_tpm_unstranded', 'LINC02251_tpm_unstranded', 'LINC02277_tpm_unstranded', 'AC027013.1_tpm_unstranded', 'AL049835.1_tpm_unstranded', 'AL352955.1_tpm_unstranded', 'AL359682.1_tpm_unstranded', 'DIO3OS_tpm_unstranded', 'LINC02287_tpm_unstranded', 'LINC02290_tpm_unstranded', 'AL157871.1_tpm_unstranded', 'AC116612.1_tpm_unstranded', 'LINC02295_tpm_unstranded', 'LINC00239_tpm_unstranded', 'AL355075.2_tpm_unstranded', 'AL133167.1_tpm_unstranded', 'AC004817.1_tpm_unstranded', 'AL359317.1_tpm_unstranded', 'AL157871.2_tpm_unstranded', 'AL049830.3_tpm_unstranded', 'AL049828.1_tpm_unstranded', 'LINC02305_tpm_unstranded', 'AL132712.1_tpm_unstranded', 'AL079307.1_tpm_unstranded', 'FRMD6-AS2_tpm_unstranded', 'AL133279.1_tpm_unstranded', 'RHOXF1-AS1_tpm_unstranded', 'LINC00645_tpm_unstranded', 'CRAT37_tpm_unstranded', 'AL157911.1_tpm_unstranded', 'AC025162.1_tpm_unstranded', 'LINC02322_tpm_unstranded', 'AL121852.1_tpm_unstranded', 'AC005519.1_tpm_unstranded', 'AL157912.1_tpm_unstranded', 'AL359232.1_tpm_unstranded', 'AC007376.2_tpm_unstranded', 'AL133467.1_tpm_unstranded', 'AL163195.2_tpm_unstranded', 'AL163974.1_tpm_unstranded', 'AL136298.1_tpm_unstranded', 'LINC01500_tpm_unstranded', 'FAM181A-AS1_tpm_unstranded', 'LINC02274_tpm_unstranded', 'AL391152.1_tpm_unstranded', 'AL583810.1_tpm_unstranded', 'AC021979.1_tpm_unstranded', 'AL512357.1_tpm_unstranded', 'AL359238.1_tpm_unstranded', 'AL162464.1_tpm_unstranded', 'LINC01629_tpm_unstranded', 'AC005225.2_tpm_unstranded', 'AL161668.4_tpm_unstranded', 'LINC-ROR_tpm_unstranded', 'AF111169.1_tpm_unstranded', 'LINC02303_tpm_unstranded', 'AL135838.1_tpm_unstranded', 'AL121820.1_tpm_unstranded', 'LINC02292_tpm_unstranded', 'AC110023.1_tpm_unstranded', 'AL049870.2_tpm_unstranded', 'AL160006.1_tpm_unstranded', 'AL121821.2_tpm_unstranded', 'AC008056.1_tpm_unstranded', 'AL133371.1_tpm_unstranded', 'AL049780.1_tpm_unstranded', 'LINC00930_tpm_unstranded', 'AL392023.1_tpm_unstranded', 'SEC23A-AS1_tpm_unstranded', 'AC026495.1_tpm_unstranded', 'ARHGAP5-AS1_tpm_unstranded', 'AL136018.1_tpm_unstranded', 'AL139021.2_tpm_unstranded', 'AC006146.1_tpm_unstranded', 'AL079303.1_tpm_unstranded', 'AC022469.2_tpm_unstranded', 'AL117190.2_tpm_unstranded', 'AL157871.4_tpm_unstranded', 'HIF1A-AS3_tpm_unstranded', 'AL049874.3_tpm_unstranded', 'AL160313.2_tpm_unstranded', 'LINC01397_tpm_unstranded', 'LINC02308_tpm_unstranded', 'AC091544.2_tpm_unstranded', 'LINC02317_tpm_unstranded', 'AL132989.1_tpm_unstranded', 'AL355095.1_tpm_unstranded', 'AL358334.1_tpm_unstranded', 'LINC01269_tpm_unstranded', 'AL162464.2_tpm_unstranded', 'AL133368.2_tpm_unstranded', 'LINC02319_tpm_unstranded', 'AC005225.3_tpm_unstranded', 'AL359233.1_tpm_unstranded', 'AL139317.1_tpm_unstranded', 'AL357093.1_tpm_unstranded', 'LINC00871_tpm_unstranded', 'LINC00638_tpm_unstranded', 'AL137786.1_tpm_unstranded', 'AL161757.3_tpm_unstranded', 'SLC25A21-AS1_tpm_unstranded', 'LINC01193_tpm_unstranded', 'AL358334.2_tpm_unstranded', 'AL139193.2_tpm_unstranded', 'AL132711.1_tpm_unstranded', 'LINC02311_tpm_unstranded', 'AC009396.2_tpm_unstranded', 'AF099810.1_tpm_unstranded', 'PRC1-AS1_tpm_unstranded', 'AL135999.1_tpm_unstranded', 'AL355102.3_tpm_unstranded', 'ITPK1-AS1_tpm_unstranded', 'AL356020.1_tpm_unstranded', 'LINC02328_tpm_unstranded', 'LINC00637_tpm_unstranded', 'AL583722.2_tpm_unstranded', 'AL121603.2_tpm_unstranded', 'AL691403.1_tpm_unstranded', 'LINC02833_tpm_unstranded', 'LINC02301_tpm_unstranded', 'AL132800.1_tpm_unstranded', 'AL358334.3_tpm_unstranded', 'AL356022.1_tpm_unstranded', 'AL359399.1_tpm_unstranded', 'AL110504.1_tpm_unstranded', 'AL358335.2_tpm_unstranded', 'AL357093.2_tpm_unstranded', 'AL359792.1_tpm_unstranded', 'LINC01579_tpm_unstranded', 'AL133453.1_tpm_unstranded', 'AL355076.2_tpm_unstranded', 'AC116903.1_tpm_unstranded', 'AC122685.1_tpm_unstranded', 'AC107958.2_tpm_unstranded', 'DIO2-AS1_tpm_unstranded', 'AL356019.2_tpm_unstranded', 'LINC02330_tpm_unstranded', 'AL355922.3_tpm_unstranded', 'AC087636.1_tpm_unstranded', 'AL161757.4_tpm_unstranded', 'HIF1A-AS1_tpm_unstranded', 'LINC01568_tpm_unstranded', 'AL121694.1_tpm_unstranded', 'AL355773.1_tpm_unstranded', 'LINC01580_tpm_unstranded', 'AL162171.1_tpm_unstranded', 'LINC00520_tpm_unstranded', 'AL137230.1_tpm_unstranded', 'AL355102.4_tpm_unstranded', 'AL132719.1_tpm_unstranded', 'AL133153.2_tpm_unstranded', 'AL136038.2_tpm_unstranded', 'AL355103.1_tpm_unstranded', 'LINC01148_tpm_unstranded', 'AL359237.1_tpm_unstranded', 'LINC02310_tpm_unstranded', 'AL133371.2_tpm_unstranded', 'AL583810.2_tpm_unstranded', 'AL442663.3_tpm_unstranded', 'LINC02329_tpm_unstranded', 'LINC02820_tpm_unstranded', 'LINC02289_tpm_unstranded', 'AF111167.1_tpm_unstranded', 'AL122035.1_tpm_unstranded', 'LINC01147_tpm_unstranded', 'AL079304.1_tpm_unstranded', 'AC026888.1_tpm_unstranded', 'AC103996.2_tpm_unstranded', 'AL133370.1_tpm_unstranded', 'AL390816.1_tpm_unstranded', 'AL133485.2_tpm_unstranded', 'AL162511.1_tpm_unstranded', 'AL139354.1_tpm_unstranded', 'AL391261.1_tpm_unstranded', 'AL450442.1_tpm_unstranded', 'AL139300.2_tpm_unstranded', 'AC021979.2_tpm_unstranded', 'AL358333.1_tpm_unstranded', 'AL359397.1_tpm_unstranded', 'AL583722.3_tpm_unstranded', 'LINC02296_tpm_unstranded', 'AL133163.2_tpm_unstranded', 'MIR381HG_tpm_unstranded', 'AL390254.1_tpm_unstranded', 'LINC01146_tpm_unstranded', 'AL110505.1_tpm_unstranded', 'LINC02312_tpm_unstranded', 'AC004828.1_tpm_unstranded', 'AC009396.3_tpm_unstranded', 'AL135818.1_tpm_unstranded', 'TGFB3-AS1_tpm_unstranded', 'LINC02321_tpm_unstranded', 'AL450267.1_tpm_unstranded', 'AC112693.1_tpm_unstranded', 'AC005480.1_tpm_unstranded', 'AL160236.2_tpm_unstranded', 'EGLN3-AS1_tpm_unstranded', 'AL049775.2_tpm_unstranded', 'AL390816.2_tpm_unstranded', 'AL157871.5_tpm_unstranded', 'AL355075.3_tpm_unstranded', 'AC091078.2_tpm_unstranded', 'LINC01956_tpm_unstranded', 'LINC02316_tpm_unstranded', 'LINC02691_tpm_unstranded', 'AL355922.4_tpm_unstranded', 'AL049836.1_tpm_unstranded', 'FOXN3-AS1_tpm_unstranded', 'AC009779.4_tpm_unstranded', 'AC106028.2_tpm_unstranded', 'AC002094.1_tpm_unstranded', 'AL355916.2_tpm_unstranded', 'AL133467.2_tpm_unstranded', 'AL358333.2_tpm_unstranded', 'AC100836.1_tpm_unstranded', 'LINC02279_tpm_unstranded', 'AL096869.1_tpm_unstranded', 'AL162311.3_tpm_unstranded', 'AL132639.2_tpm_unstranded', 'AL358332.1_tpm_unstranded', 'AL049871.1_tpm_unstranded', 'AC004846.2_tpm_unstranded', 'AL049775.3_tpm_unstranded', 'AL049870.3_tpm_unstranded', 'SALRNA1_tpm_unstranded', 'AC107958.3_tpm_unstranded', 'LINC00519_tpm_unstranded', 'AL359317.2_tpm_unstranded', 'AL157688.1_tpm_unstranded', 'AL137129.1_tpm_unstranded', 'LINC02307_tpm_unstranded', 'AC104002.1_tpm_unstranded', 'AL096870.1_tpm_unstranded', 'AL133279.2_tpm_unstranded', 'AC013451.2_tpm_unstranded', 'LINC01467_tpm_unstranded', 'LINC02299_tpm_unstranded', 'AL133523.1_tpm_unstranded', 'AL162171.2_tpm_unstranded', 'AL352979.2_tpm_unstranded', 'AL132642.1_tpm_unstranded', 'LINC02309_tpm_unstranded', 'LINC02302_tpm_unstranded', 'AL355075.4_tpm_unstranded', 'AL445363.1_tpm_unstranded', 'AC243965.1_tpm_unstranded', 'LINC02285_tpm_unstranded', 'AC005479.1_tpm_unstranded', 'AC092143.2_tpm_unstranded', 'AL358333.3_tpm_unstranded', 'AL355834.1_tpm_unstranded', 'AC016266.1_tpm_unstranded', 'AL133163.3_tpm_unstranded', 'AL049829.2_tpm_unstranded', 'LINC00524_tpm_unstranded', 'AL049833.2_tpm_unstranded', 'AL135746.1_tpm_unstranded', 'AL845552.2_tpm_unstranded', 'AL356804.1_tpm_unstranded', 'AL355838.1_tpm_unstranded', 'AL355102.5_tpm_unstranded', 'BX927359.1_tpm_unstranded', 'AL121820.2_tpm_unstranded', 'AL161804.1_tpm_unstranded', 'AC015722.1_tpm_unstranded', 'AC244502.3_tpm_unstranded', 'AL357172.1_tpm_unstranded', 'AL392023.2_tpm_unstranded', 'AL139317.3_tpm_unstranded', 'AL157871.6_tpm_unstranded', 'AL137230.2_tpm_unstranded', 'LINC02332_tpm_unstranded', 'AL591770.1_tpm_unstranded', 'AF111169.2_tpm_unstranded', 'AL358292.1_tpm_unstranded', 'ACTN1-AS1_tpm_unstranded', 'AC005520.2_tpm_unstranded', 'AL583810.3_tpm_unstranded', 'AL512310.9_tpm_unstranded', 'LINC00639_tpm_unstranded', 'AL359397.2_tpm_unstranded', 'AL355835.1_tpm_unstranded', 'FOXN3-AS2_tpm_unstranded', 'AL049869.1_tpm_unstranded', 'AL136501.1_tpm_unstranded', 'AC074091.2_tpm_unstranded', 'AF111169.3_tpm_unstranded', 'LINC02314_tpm_unstranded', 'AL132639.3_tpm_unstranded', 'AL133467.3_tpm_unstranded', 'AL121790.2_tpm_unstranded', 'AL137779.2_tpm_unstranded', 'LINC00517_tpm_unstranded', 'AL137191.1_tpm_unstranded', 'AC013457.1_tpm_unstranded', 'AL163932.1_tpm_unstranded', 'AF107885.2_tpm_unstranded', 'PTCSC3_tpm_unstranded', 'AC008056.2_tpm_unstranded', 'LINC00911_tpm_unstranded', 'LINC01595_tpm_unstranded', 'LINC02304_tpm_unstranded', 'AL079307.2_tpm_unstranded', 'AL118556.1_tpm_unstranded', 'AL357153.3_tpm_unstranded', 'AL049869.2_tpm_unstranded', 'AL139022.1_tpm_unstranded', 'AL132796.2_tpm_unstranded', 'AC103996.3_tpm_unstranded', 'AC008050.1_tpm_unstranded', 'LRP1-AS_tpm_unstranded', 'AL161752.1_tpm_unstranded', 'LINC00648_tpm_unstranded', 'AL133371.3_tpm_unstranded', 'AL161757.5_tpm_unstranded', 'LINC00924_tpm_unstranded', 'AL445363.2_tpm_unstranded', 'AL049780.2_tpm_unstranded', 'LINC00644_tpm_unstranded', 'AL356017.1_tpm_unstranded', 'AC005476.2_tpm_unstranded', 'AL445074.1_tpm_unstranded', 'LINC00929_tpm_unstranded', 'AC104002.2_tpm_unstranded', 'AC004816.1_tpm_unstranded', 'AL096869.2_tpm_unstranded', 'AL049836.2_tpm_unstranded', 'AC104002.3_tpm_unstranded', 'AC090985.2_tpm_unstranded', 'AC023024.1_tpm_unstranded', 'AC108451.1_tpm_unstranded', 'AC018946.1_tpm_unstranded', 'AC023906.2_tpm_unstranded', 'AC012378.1_tpm_unstranded', 'AC114546.1_tpm_unstranded', 'AC019254.1_tpm_unstranded', 'AC090971.1_tpm_unstranded', 'AC122108.1_tpm_unstranded', 'AC025040.1_tpm_unstranded', 'AC020891.1_tpm_unstranded', 'HMBOX1-IT1_tpm_unstranded', 'AC020658.2_tpm_unstranded', 'AC022523.1_tpm_unstranded', 'AC068722.1_tpm_unstranded', 'AC090971.2_tpm_unstranded', 'AC012568.1_tpm_unstranded', 'AC016044.1_tpm_unstranded', 'AC073964.1_tpm_unstranded', 'AC004943.1_tpm_unstranded', 'AC013356.2_tpm_unstranded', 'AC103739.1_tpm_unstranded', 'AC105133.1_tpm_unstranded', 'AC027237.2_tpm_unstranded', 'LINC00928_tpm_unstranded', 'AC084855.2_tpm_unstranded', 'AC023905.1_tpm_unstranded', 'AC027088.2_tpm_unstranded', 'AC009654.1_tpm_unstranded', 'LINC02345_tpm_unstranded', 'LINC02323_tpm_unstranded', 'ANKRD34C-AS1_tpm_unstranded', 'AC066612.1_tpm_unstranded', 'LINC02490_tpm_unstranded', 'AC092755.2_tpm_unstranded', 'MIR4713HG_tpm_unstranded', 'AC020892.1_tpm_unstranded', 'AC002306.1_tpm_unstranded', 'AC048382.2_tpm_unstranded', 'LINC02853_tpm_unstranded', 'USP3-AS1_tpm_unstranded', 'AC018904.1_tpm_unstranded', 'AC104590.1_tpm_unstranded', 'AC026583.1_tpm_unstranded', 'AC022405.1_tpm_unstranded', 'AC073941.1_tpm_unstranded', 'LINC01895_tpm_unstranded', 'AC027088.3_tpm_unstranded', 'LINC02622_tpm_unstranded', 'AC007950.1_tpm_unstranded', 'AC109630.1_tpm_unstranded', 'AC107241.1_tpm_unstranded', 'AC087477.2_tpm_unstranded', 'AC087286.1_tpm_unstranded', 'AC127522.1_tpm_unstranded', 'AC087878.1_tpm_unstranded', 'AC018563.1_tpm_unstranded', 'LINGO1-AS2_tpm_unstranded', 'SPATA8-AS1_tpm_unstranded', 'AC109462.1_tpm_unstranded', 'LINC02349_tpm_unstranded', 'AC025431.1_tpm_unstranded', 'AC010809.1_tpm_unstranded', 'LINC02206_tpm_unstranded', 'AP001007.3_tpm_unstranded', 'ZNF710-AS1_tpm_unstranded', 'LIPC-AS1_tpm_unstranded', 'AC005096.1_tpm_unstranded', 'AC020892.2_tpm_unstranded', 'AC020891.2_tpm_unstranded', 'PLCB2-AS1_tpm_unstranded', 'AC021818.1_tpm_unstranded', 'AC087477.3_tpm_unstranded', 'AC103739.2_tpm_unstranded', 'AF111167.2_tpm_unstranded', 'AC022523.3_tpm_unstranded', 'AL136295.2_tpm_unstranded', 'AC090607.1_tpm_unstranded', 'AC116158.1_tpm_unstranded', 'AC023906.3_tpm_unstranded', 'AC009432.1_tpm_unstranded', 'LINC00596_tpm_unstranded', 'AC021231.1_tpm_unstranded', 'AC015660.1_tpm_unstranded', 'AC025580.1_tpm_unstranded', 'TMC3-AS1_tpm_unstranded', 'AC013652.1_tpm_unstranded', 'AC087482.1_tpm_unstranded', 'AC011921.1_tpm_unstranded', 'AC015914.1_tpm_unstranded', 'AC091117.1_tpm_unstranded', 'AC090515.4_tpm_unstranded', 'AC025580.2_tpm_unstranded', 'AC022710.1_tpm_unstranded', 'AL590133.2_tpm_unstranded', 'AC012409.1_tpm_unstranded', 'AC009558.1_tpm_unstranded', 'LINC00927_tpm_unstranded', 'AC046168.1_tpm_unstranded', 'AC090825.1_tpm_unstranded', 'AC013356.3_tpm_unstranded', 'AC019254.2_tpm_unstranded', 'AC108449.2_tpm_unstranded', 'AC087286.2_tpm_unstranded', 'AC013356.4_tpm_unstranded', 'AC103740.1_tpm_unstranded', 'AC087286.3_tpm_unstranded', 'AC090907.1_tpm_unstranded', 'AC026770.1_tpm_unstranded', 'AC087473.1_tpm_unstranded', 'AC012414.2_tpm_unstranded', 'AC066612.2_tpm_unstranded', 'AC022196.1_tpm_unstranded', 'AC087516.1_tpm_unstranded', 'AC087721.1_tpm_unstranded', 'AC090970.1_tpm_unstranded', 'AC090515.5_tpm_unstranded', 'AC020704.1_tpm_unstranded', 'AC021739.2_tpm_unstranded', 'AC010809.2_tpm_unstranded', 'BMF-AS1_tpm_unstranded', 'AC009292.2_tpm_unstranded', 'AC012291.2_tpm_unstranded', 'LINC02883_tpm_unstranded', 'AC091117.2_tpm_unstranded', 'AC046168.2_tpm_unstranded', 'AC091100.1_tpm_unstranded', 'AC113146.1_tpm_unstranded', 'IRAIN_tpm_unstranded', 'AC027237.3_tpm_unstranded', 'CERS3-AS1_tpm_unstranded', 'AC023908.1_tpm_unstranded', 'AC068875.1_tpm_unstranded', 'AC010247.2_tpm_unstranded', 'AC093334.1_tpm_unstranded', 'MAPK6-DT_tpm_unstranded', 'LINC01833_tpm_unstranded', 'AC105339.3_tpm_unstranded', 'AC012414.3_tpm_unstranded', 'AL161669.1_tpm_unstranded', 'AC055874.1_tpm_unstranded', 'AC013652.2_tpm_unstranded', 'LINC02352_tpm_unstranded', 'AC087286.4_tpm_unstranded', 'ADNP-AS1_tpm_unstranded', 'AC100826.1_tpm_unstranded', 'MGC15885_tpm_unstranded', 'LINC02568_tpm_unstranded', 'AC078909.1_tpm_unstranded', 'CPEB1-AS1_tpm_unstranded', 'AC020661.2_tpm_unstranded', 'AC079203.2_tpm_unstranded', 'AC084757.2_tpm_unstranded', 'LINC01169_tpm_unstranded', 'LINC02205_tpm_unstranded', 'AC027228.1_tpm_unstranded', 'AC036108.1_tpm_unstranded', 'AC018904.2_tpm_unstranded', 'AC024651.1_tpm_unstranded', 'AC012404.1_tpm_unstranded', 'RORA-AS2_tpm_unstranded', 'AL355073.1_tpm_unstranded', 'LINC02253_tpm_unstranded', 'AC023355.1_tpm_unstranded', 'AC016705.2_tpm_unstranded', 'TPM1-AS_tpm_unstranded', 'AC090519.1_tpm_unstranded', 'AC048383.1_tpm_unstranded', 'AC026992.1_tpm_unstranded', 'AL132801.1_tpm_unstranded', 'AC027243.1_tpm_unstranded', 'AL117209.1_tpm_unstranded', 'LINC02169_tpm_unstranded', 'LINC01583_tpm_unstranded', 'AC051619.3_tpm_unstranded', 'AC051619.4_tpm_unstranded', 'INO80-AS1_tpm_unstranded', 'AC022613.2_tpm_unstranded', 'LINC00052_tpm_unstranded', 'AC068397.1_tpm_unstranded', 'AC104574.1_tpm_unstranded', 'AC009269.2_tpm_unstranded', 'AC087477.4_tpm_unstranded', 'AC091045.1_tpm_unstranded', 'AC051619.5_tpm_unstranded', 'AC027020.1_tpm_unstranded', 'AP001150.1_tpm_unstranded', 'AC087477.5_tpm_unstranded', 'AC060809.1_tpm_unstranded', 'AC021739.3_tpm_unstranded', 'AC027808.1_tpm_unstranded', 'AC021483.1_tpm_unstranded', 'AC048382.4_tpm_unstranded', 'AC140725.1_tpm_unstranded', 'AC084882.1_tpm_unstranded', 'AC067863.1_tpm_unstranded', 'AC020687.1_tpm_unstranded', 'AC079075.1_tpm_unstranded', 'AC025430.1_tpm_unstranded', 'AC009554.1_tpm_unstranded', 'LINC01491_tpm_unstranded', 'AC012404.2_tpm_unstranded', 'CERNA1_tpm_unstranded', 'AC087762.1_tpm_unstranded', 'AC023908.2_tpm_unstranded', 'AC026523.1_tpm_unstranded', 'AC015712.2_tpm_unstranded', 'AC021755.2_tpm_unstranded', 'AC114546.2_tpm_unstranded', 'AC012050.1_tpm_unstranded', 'AC073167.1_tpm_unstranded', 'LINC02244_tpm_unstranded', 'AC022898.1_tpm_unstranded', 'AC023034.1_tpm_unstranded', 'AC025043.1_tpm_unstranded', 'AC116158.2_tpm_unstranded', 'AC091073.1_tpm_unstranded', 'AC016595.1_tpm_unstranded', 'AC015712.4_tpm_unstranded', 'AC074212.1_tpm_unstranded', 'AC108449.3_tpm_unstranded', 'LINC01582_tpm_unstranded', 'AC013391.1_tpm_unstranded', 'AC104574.2_tpm_unstranded', 'AC020661.3_tpm_unstranded', 'AC016987.1_tpm_unstranded', 'AC069029.1_tpm_unstranded', 'AC125257.1_tpm_unstranded', 'AC009269.3_tpm_unstranded', 'AC079328.2_tpm_unstranded', 'AC007000.3_tpm_unstranded', 'AC104316.2_tpm_unstranded', 'AC100830.1_tpm_unstranded', 'AC016987.2_tpm_unstranded', 'AC021351.1_tpm_unstranded', 'ST20-AS1_tpm_unstranded', 'AC022613.3_tpm_unstranded', 'AC027237.4_tpm_unstranded', 'AC111152.2_tpm_unstranded', 'AC027808.2_tpm_unstranded', 'AC068397.2_tpm_unstranded', 'AC090181.1_tpm_unstranded', 'AC115102.1_tpm_unstranded', 'AC013452.2_tpm_unstranded', 'AC009996.1_tpm_unstranded', 'AC068831.3_tpm_unstranded', 'AC010478.1_tpm_unstranded', 'LINC02254_tpm_unstranded', 'LINGO1-AS1_tpm_unstranded', 'AC066613.1_tpm_unstranded', 'AC084759.2_tpm_unstranded', 'AC012379.1_tpm_unstranded', 'AC087612.1_tpm_unstranded', 'IQCH-AS1_tpm_unstranded', 'AC018618.1_tpm_unstranded', 'AC103982.1_tpm_unstranded', 'AC066613.2_tpm_unstranded', 'AC090527.1_tpm_unstranded', 'AC091231.1_tpm_unstranded', 'AC084756.1_tpm_unstranded', 'IDH2-DT_tpm_unstranded', 'LINC01220_tpm_unstranded', 'AC107980.1_tpm_unstranded', 'AC104041.1_tpm_unstranded', 'AC136698.1_tpm_unstranded', 'AC126323.2_tpm_unstranded', 'AC012379.2_tpm_unstranded', 'AC020891.3_tpm_unstranded', 'AC024337.1_tpm_unstranded', 'AC124248.1_tpm_unstranded', 'AC084757.3_tpm_unstranded', 'AC090607.3_tpm_unstranded', 'AC023906.4_tpm_unstranded', 'AC106738.1_tpm_unstranded', 'AC023906.5_tpm_unstranded', 'AC013391.2_tpm_unstranded', 'AC022087.1_tpm_unstranded', 'LINC00677_tpm_unstranded', 'LINC02284_tpm_unstranded', 'AC009562.1_tpm_unstranded', 'AC090877.2_tpm_unstranded', 'AL354993.2_tpm_unstranded', 'LINC01581_tpm_unstranded', 'AC106738.2_tpm_unstranded', 'AC103740.2_tpm_unstranded', 'AC092078.1_tpm_unstranded', 'AC022929.1_tpm_unstranded', 'AC092757.2_tpm_unstranded', 'AC012229.1_tpm_unstranded', 'AC092868.2_tpm_unstranded', 'CRTC3-AS1_tpm_unstranded', 'AC087516.2_tpm_unstranded', 'AC009558.2_tpm_unstranded', 'AC009269.4_tpm_unstranded', 'AC092078.2_tpm_unstranded', 'AC090907.2_tpm_unstranded', 'AC100839.1_tpm_unstranded', 'AC091891.1_tpm_unstranded', 'AC007907.1_tpm_unstranded', 'AC015660.2_tpm_unstranded', 'AC078905.1_tpm_unstranded', 'AC021739.4_tpm_unstranded', 'LINC02157_tpm_unstranded', 'PCSK6-AS1_tpm_unstranded', 'AC022558.1_tpm_unstranded', 'AC004943.2_tpm_unstranded', 'AC092756.1_tpm_unstranded', 'AC012236.1_tpm_unstranded', 'AC012100.2_tpm_unstranded', 'AC243562.3_tpm_unstranded', 'AL138976.2_tpm_unstranded', 'AC093426.1_tpm_unstranded', 'LINC01922_tpm_unstranded', 'AC009065.1_tpm_unstranded', 'AC008915.1_tpm_unstranded', 'LINC02259_tpm_unstranded', 'LINC02109_tpm_unstranded', 'AL596325.1_tpm_unstranded', 'AL096869.3_tpm_unstranded', 'AC092325.1_tpm_unstranded', 'AC104758.1_tpm_unstranded', 'AC013726.1_tpm_unstranded', 'AC020978.1_tpm_unstranded', 'AC138625.1_tpm_unstranded', 'AC012640.2_tpm_unstranded', 'AC027682.1_tpm_unstranded', 'AC022558.2_tpm_unstranded', 'AC009093.1_tpm_unstranded', 'AC002519.1_tpm_unstranded', 'AC138028.3_tpm_unstranded', 'AC102941.1_tpm_unstranded', 'LINC02769_tpm_unstranded', 'AC087565.1_tpm_unstranded', 'AL606760.3_tpm_unstranded', 'AC018767.1_tpm_unstranded', 'AC083843.2_tpm_unstranded', 'AC018845.1_tpm_unstranded', 'AC072061.1_tpm_unstranded', 'AC026461.1_tpm_unstranded', 'AL355596.1_tpm_unstranded', 'LINC00567_tpm_unstranded', 'AC138625.2_tpm_unstranded', 'AL365361.1_tpm_unstranded', 'LINC01904_tpm_unstranded', 'Z97653.1_tpm_unstranded', 'LINC01566_tpm_unstranded', 'AC007610.1_tpm_unstranded', 'AC092131.1_tpm_unstranded', 'LINC02126_tpm_unstranded', 'AP005233.1_tpm_unstranded', 'AC007749.1_tpm_unstranded', 'AC010266.1_tpm_unstranded', 'AC026336.2_tpm_unstranded', 'SH3RF3-AS1_tpm_unstranded', 'AL390728.6_tpm_unstranded', 'AC105411.1_tpm_unstranded', 'AL163952.1_tpm_unstranded', 'AL022344.1_tpm_unstranded', 'AC024651.2_tpm_unstranded', 'AC130456.1_tpm_unstranded', 'AC010333.1_tpm_unstranded', 'AC009113.1_tpm_unstranded', 'AC126323.3_tpm_unstranded', 'AC092384.2_tpm_unstranded', 'EHD4-AS1_tpm_unstranded', 'NR4A1AS_tpm_unstranded', 'FIGNL2-DT_tpm_unstranded', 'AC093802.2_tpm_unstranded', 'AC107375.1_tpm_unstranded', 'AC106820.2_tpm_unstranded', 'AC010333.2_tpm_unstranded', 'PWRN1_tpm_unstranded', 'AC120045.1_tpm_unstranded', 'AC004817.2_tpm_unstranded', 'AC120498.1_tpm_unstranded', 'AC023813.1_tpm_unstranded', 'AC009063.1_tpm_unstranded', 'AC017071.1_tpm_unstranded', 'AC007938.1_tpm_unstranded', 'AC022819.1_tpm_unstranded', 'AC026461.2_tpm_unstranded', 'AC130456.2_tpm_unstranded', 'AC007342.1_tpm_unstranded', 'AC011840.2_tpm_unstranded', 'AC010601.1_tpm_unstranded', 'AC051619.6_tpm_unstranded', 'AC009065.2_tpm_unstranded', 'AC009754.1_tpm_unstranded', 'AC023158.1_tpm_unstranded', 'AC022167.1_tpm_unstranded', 'AC109449.1_tpm_unstranded', 'AC084782.1_tpm_unstranded', 'AL050341.2_tpm_unstranded', 'CDRT7_tpm_unstranded', 'AC027682.2_tpm_unstranded', 'BX005019.1_tpm_unstranded', 'LINC02124_tpm_unstranded', 'AC009133.2_tpm_unstranded', 'AL138756.1_tpm_unstranded', 'IL21R-AS1_tpm_unstranded', 'AC008741.1_tpm_unstranded', 'AC107068.1_tpm_unstranded', 'AL354712.1_tpm_unstranded', 'THSD4-AS1_tpm_unstranded', 'AC087761.1_tpm_unstranded', 'AC093283.1_tpm_unstranded', 'AL049838.1_tpm_unstranded', 'AC099668.1_tpm_unstranded', 'AC009120.2_tpm_unstranded', 'LINC00261_tpm_unstranded', 'AC093010.2_tpm_unstranded', 'AL121578.1_tpm_unstranded', 'AF096876.1_tpm_unstranded', 'AC017100.1_tpm_unstranded', 'AC103876.1_tpm_unstranded', 'AC135782.2_tpm_unstranded', 'AC025287.1_tpm_unstranded', 'AL353796.1_tpm_unstranded', 'AC106729.1_tpm_unstranded', 'AL133279.3_tpm_unstranded', 'AC009054.1_tpm_unstranded', 'AL133338.1_tpm_unstranded', 'AC018767.2_tpm_unstranded', 'AC092138.1_tpm_unstranded', 'AC027601.1_tpm_unstranded', 'AP001527.1_tpm_unstranded', 'LINC02130_tpm_unstranded', 'AC132938.1_tpm_unstranded', 'AC010547.2_tpm_unstranded', 'AC138811.1_tpm_unstranded', 'AC040169.1_tpm_unstranded', 'LINC01992_tpm_unstranded', 'AC098934.2_tpm_unstranded', 'AL031716.1_tpm_unstranded', 'CRIM1-DT_tpm_unstranded', 'LINC02189_tpm_unstranded', 'AC007608.2_tpm_unstranded', 'AC076968.1_tpm_unstranded', 'NORAD_tpm_unstranded', 'LCMT1-AS2_tpm_unstranded', 'AC051619.7_tpm_unstranded', 'AC104938.1_tpm_unstranded', 'AC009090.1_tpm_unstranded', 'AC007495.1_tpm_unstranded', 'AC025810.1_tpm_unstranded', 'AL162632.3_tpm_unstranded', 'AL031600.1_tpm_unstranded', 'AC023813.3_tpm_unstranded', 'LINC01571_tpm_unstranded', 'AC018767.3_tpm_unstranded', 'AC092620.2_tpm_unstranded', 'AC009088.1_tpm_unstranded', 'AL512408.1_tpm_unstranded', 'AC092332.1_tpm_unstranded', 'AC112176.1_tpm_unstranded', 'AC006960.3_tpm_unstranded', 'AC012178.1_tpm_unstranded', 'AC008938.1_tpm_unstranded', 'AC023824.1_tpm_unstranded', 'AC104794.3_tpm_unstranded', 'MIR762HG_tpm_unstranded', 'AC126773.3_tpm_unstranded', 'AC007611.1_tpm_unstranded', 'DDX59-AS1_tpm_unstranded', 'AC092435.3_tpm_unstranded', 'AC093752.3_tpm_unstranded', 'AC034111.1_tpm_unstranded', 'LINC00564_tpm_unstranded', 'AC106820.3_tpm_unstranded', 'AL512604.3_tpm_unstranded', 'AC008074.2_tpm_unstranded', 'LINC01070_tpm_unstranded', 'AC005606.1_tpm_unstranded', 'AC026464.2_tpm_unstranded', 'AC012184.1_tpm_unstranded', 'AC012174.1_tpm_unstranded', 'AL157700.1_tpm_unstranded', 'AC104066.3_tpm_unstranded', 'AC138028.4_tpm_unstranded', 'AC068987.1_tpm_unstranded', 'AC013565.1_tpm_unstranded', 'AGBL1-AS1_tpm_unstranded', 'AC136431.1_tpm_unstranded', 'LINC00556_tpm_unstranded', 'AL032819.1_tpm_unstranded', 'MMP2-AS1_tpm_unstranded', 'AC008915.2_tpm_unstranded', 'AL132657.2_tpm_unstranded', 'AC145350.2_tpm_unstranded', 'AC068135.2_tpm_unstranded', 'AC023825.2_tpm_unstranded', 'AC009090.2_tpm_unstranded', 'LINC02673_tpm_unstranded', 'AC020763.1_tpm_unstranded', 'AC137761.1_tpm_unstranded', 'AC011468.1_tpm_unstranded', 'AC134312.2_tpm_unstranded', 'AC012508.1_tpm_unstranded', 'AC134312.3_tpm_unstranded', 'AC093249.2_tpm_unstranded', 'AC008269.2_tpm_unstranded', 'LINC01413_tpm_unstranded', 'AC020779.2_tpm_unstranded', 'AC141586.2_tpm_unstranded', 'AC126696.1_tpm_unstranded', 'AL162741.1_tpm_unstranded', 'AC120498.2_tpm_unstranded', 'AC108097.1_tpm_unstranded', 'AC009097.1_tpm_unstranded', 'LINC02137_tpm_unstranded', 'AC002464.1_tpm_unstranded', 'AL807752.5_tpm_unstranded', 'LINC02240_tpm_unstranded', 'LINC02846_tpm_unstranded', 'AC007496.1_tpm_unstranded', 'AC124798.1_tpm_unstranded', 'AC010889.1_tpm_unstranded', 'AC009102.1_tpm_unstranded', 'AC141273.1_tpm_unstranded', 'AL109954.1_tpm_unstranded', 'AL157831.2_tpm_unstranded', 'AC105020.2_tpm_unstranded', 'AP000842.3_tpm_unstranded', 'AC092718.2_tpm_unstranded', 'AC104640.1_tpm_unstranded', 'CD2BP2-DT_tpm_unstranded', 'AC099511.1_tpm_unstranded', 'AC009119.1_tpm_unstranded', 'KDM7A-DT_tpm_unstranded', 'PWRN4_tpm_unstranded', 'ZNRD2-AS1_tpm_unstranded', 'AC105020.3_tpm_unstranded', 'AC099778.1_tpm_unstranded', 'AC092130.1_tpm_unstranded', 'LINC02533_tpm_unstranded', 'AC091489.1_tpm_unstranded', 'AC104083.1_tpm_unstranded', 'AC000032.1_tpm_unstranded', 'AC007608.3_tpm_unstranded', 'AC009087.1_tpm_unstranded', 'AC084262.1_tpm_unstranded', 'AP000997.3_tpm_unstranded', 'AP001063.1_tpm_unstranded', 'AL035071.1_tpm_unstranded', 'LINC02166_tpm_unstranded', 'SNHG19_tpm_unstranded', 'AC139887.3_tpm_unstranded', 'LINC02194_tpm_unstranded', 'LINC02562_tpm_unstranded', 'AC026471.1_tpm_unstranded', 'LINC00919_tpm_unstranded', 'AC105036.3_tpm_unstranded', 'AL132996.1_tpm_unstranded', 'AL359711.2_tpm_unstranded', 'AC068338.2_tpm_unstranded', 'AC022167.2_tpm_unstranded', 'AC009019.1_tpm_unstranded', 'AC098818.2_tpm_unstranded', 'AC137932.1_tpm_unstranded', 'SLX1B-SULT1A4_tpm_unstranded', 'ITFG1-AS1_tpm_unstranded', 'AL133367.1_tpm_unstranded', 'AC019294.2_tpm_unstranded', 'AC093515.1_tpm_unstranded', 'AC106820.4_tpm_unstranded', 'AC095057.3_tpm_unstranded', 'LINC01882_tpm_unstranded', 'AC108206.1_tpm_unstranded', 'AC009088.2_tpm_unstranded', 'NTRK3-AS1_tpm_unstranded', 'AC092375.2_tpm_unstranded', 'AC027277.2_tpm_unstranded', 'AC138907.1_tpm_unstranded', 'AC140658.2_tpm_unstranded', 'AL008727.1_tpm_unstranded', 'AC009812.4_tpm_unstranded', 'AC098657.2_tpm_unstranded', 'AC104024.2_tpm_unstranded', 'AC007541.1_tpm_unstranded', 'AC079148.1_tpm_unstranded', 'AC091544.4_tpm_unstranded', 'LINC01570_tpm_unstranded', 'HEXA-AS1_tpm_unstranded', 'LINC02176_tpm_unstranded', 'LINC01043_tpm_unstranded', 'AC009052.1_tpm_unstranded', 'AP007216.1_tpm_unstranded', 'AC087190.1_tpm_unstranded', 'AC012173.1_tpm_unstranded', 'AC024270.1_tpm_unstranded', 'AC092287.1_tpm_unstranded', 'AL353708.1_tpm_unstranded', 'AC106028.3_tpm_unstranded', 'AC007218.1_tpm_unstranded', 'AC009055.1_tpm_unstranded', 'AC026803.1_tpm_unstranded', 'AC109460.1_tpm_unstranded', 'AC027373.1_tpm_unstranded', 'AC120024.1_tpm_unstranded', 'AC215217.1_tpm_unstranded', 'AQP4-AS1_tpm_unstranded', 'AC083801.2_tpm_unstranded', 'AC109597.1_tpm_unstranded', 'AC007610.2_tpm_unstranded', 'AL356961.1_tpm_unstranded', 'AC009108.2_tpm_unstranded', 'LINC00562_tpm_unstranded', 'AL360014.1_tpm_unstranded', 'AC022336.2_tpm_unstranded', 'AC090518.1_tpm_unstranded', 'AC026462.2_tpm_unstranded', 'LINC02867_tpm_unstranded', 'AC068700.1_tpm_unstranded', 'AL513534.2_tpm_unstranded', 'AP002761.4_tpm_unstranded', 'AC133485.2_tpm_unstranded', 'AC120498.3_tpm_unstranded', 'AC009852.1_tpm_unstranded', 'AC012414.4_tpm_unstranded', 'AL353746.1_tpm_unstranded', 'AL096828.2_tpm_unstranded', 'AC092127.1_tpm_unstranded', 'AL023284.4_tpm_unstranded', 'AC138869.2_tpm_unstranded', 'LINC02182_tpm_unstranded', 'Z97205.2_tpm_unstranded', 'LINC02367_tpm_unstranded', 'AL031709.1_tpm_unstranded', 'AC008060.4_tpm_unstranded', 'AC099518.1_tpm_unstranded', 'LINC01917_tpm_unstranded', 'AC093525.3_tpm_unstranded', 'LMF1-AS1_tpm_unstranded', 'LINC01544_tpm_unstranded', 'AC020978.2_tpm_unstranded', 'ATP2A1-AS1_tpm_unstranded', 'AC009065.3_tpm_unstranded', 'LCMT1-AS1_tpm_unstranded', 'LINC02134_tpm_unstranded', 'AL355607.2_tpm_unstranded', 'NBAT1_tpm_unstranded', 'AC027458.1_tpm_unstranded', 'AL365181.1_tpm_unstranded', 'AL133355.1_tpm_unstranded', 'AL049796.1_tpm_unstranded', 'AC018557.1_tpm_unstranded', 'AC126696.2_tpm_unstranded', 'AC018552.2_tpm_unstranded', 'LINC01290_tpm_unstranded', 'INSYN1-AS1_tpm_unstranded', 'AC023794.5_tpm_unstranded', 'AC068987.2_tpm_unstranded', 'AL353719.1_tpm_unstranded', 'AC104794.4_tpm_unstranded', 'LINC01584_tpm_unstranded', 'AC007333.1_tpm_unstranded', 'AC009145.1_tpm_unstranded', 'AC008870.1_tpm_unstranded', 'AC131902.1_tpm_unstranded', 'AC116348.1_tpm_unstranded', 'AC007216.1_tpm_unstranded', 'CISTR_tpm_unstranded', 'AC011773.4_tpm_unstranded', 'AC009148.1_tpm_unstranded', 'AC009041.1_tpm_unstranded', 'AC126696.3_tpm_unstranded', 'AC010336.2_tpm_unstranded', 'AC010551.1_tpm_unstranded', 'AC096644.3_tpm_unstranded', 'AC133919.1_tpm_unstranded', 'AL590787.1_tpm_unstranded', 'AC004381.1_tpm_unstranded', 'AC009145.2_tpm_unstranded', 'AC034229.2_tpm_unstranded', 'AC009093.2_tpm_unstranded', 'AC096734.2_tpm_unstranded', 'AC010547.3_tpm_unstranded', 'AC109347.1_tpm_unstranded', 'FAM157C_tpm_unstranded', 'AC010551.2_tpm_unstranded', 'AL031598.1_tpm_unstranded', 'AC100827.3_tpm_unstranded', 'AL035071.2_tpm_unstranded', 'AL031722.1_tpm_unstranded', 'AL499627.1_tpm_unstranded', 'AC026771.1_tpm_unstranded', 'AC136618.1_tpm_unstranded', 'PWRN2_tpm_unstranded', 'AC023043.1_tpm_unstranded', 'AC092681.2_tpm_unstranded', 'AC018557.2_tpm_unstranded', 'AC132872.1_tpm_unstranded', 'AL161912.2_tpm_unstranded', 'ERVK13-1_tpm_unstranded', 'AC127459.1_tpm_unstranded', 'AC074050.2_tpm_unstranded', 'AC090398.1_tpm_unstranded', 'AC133550.2_tpm_unstranded', 'AC069224.1_tpm_unstranded', 'AC007493.1_tpm_unstranded', 'AL360157.1_tpm_unstranded', 'AC133485.3_tpm_unstranded', 'AC126773.4_tpm_unstranded', 'AC110597.1_tpm_unstranded', 'AC024270.2_tpm_unstranded', 'AC009035.1_tpm_unstranded', 'AC011374.1_tpm_unstranded', 'AP000223.1_tpm_unstranded', 'AL359851.1_tpm_unstranded', 'AC064799.2_tpm_unstranded', 'AC027702.1_tpm_unstranded', 'STAM-AS1_tpm_unstranded', 'AC130456.3_tpm_unstranded', 'AC009097.2_tpm_unstranded', 'AC099313.1_tpm_unstranded', 'AC012531.1_tpm_unstranded', 'AC011467.1_tpm_unstranded', 'AC092125.1_tpm_unstranded', 'AC131391.1_tpm_unstranded', 'AL590004.3_tpm_unstranded', 'AC027688.1_tpm_unstranded', 'AC024270.3_tpm_unstranded', 'AC106785.2_tpm_unstranded', 'AC009097.3_tpm_unstranded', 'Z98885.2_tpm_unstranded', 'AC007728.1_tpm_unstranded', 'AC138028.5_tpm_unstranded', 'AC025917.1_tpm_unstranded', 'AC068870.1_tpm_unstranded', 'AC027688.2_tpm_unstranded', 'AC092140.1_tpm_unstranded', 'AC018943.1_tpm_unstranded', 'AC026471.2_tpm_unstranded', 'AC136944.1_tpm_unstranded', 'BGLT3_tpm_unstranded', 'SNAI3-AS1_tpm_unstranded', 'AC010207.1_tpm_unstranded', 'AC012508.2_tpm_unstranded', 'AC092338.1_tpm_unstranded', 'AP003115.1_tpm_unstranded', 'AC114811.2_tpm_unstranded', 'AC139426.2_tpm_unstranded', 'AL359715.2_tpm_unstranded', 'AL031705.1_tpm_unstranded', 'AC127537.1_tpm_unstranded', 'AC020658.3_tpm_unstranded', 'AC010542.1_tpm_unstranded', 'AF213884.3_tpm_unstranded', 'AC237221.1_tpm_unstranded', 'AC107871.2_tpm_unstranded', 'AC138305.1_tpm_unstranded', 'AC009113.2_tpm_unstranded', 'AC116903.2_tpm_unstranded', 'AC004158.1_tpm_unstranded', 'AL096870.2_tpm_unstranded', 'AC134508.1_tpm_unstranded', 'AC010536.2_tpm_unstranded', 'AC100827.4_tpm_unstranded', 'AL034376.1_tpm_unstranded', 'LINC01541_tpm_unstranded', 'AL445531.1_tpm_unstranded', 'AP007216.2_tpm_unstranded', 'AC130456.4_tpm_unstranded', 'AL591643.1_tpm_unstranded', 'AC008669.1_tpm_unstranded', 'AC026150.1_tpm_unstranded', 'AC009145.3_tpm_unstranded', 'AC022164.1_tpm_unstranded', 'AL591848.2_tpm_unstranded', 'AC025284.1_tpm_unstranded', 'LINC00543_tpm_unstranded', 'AC022166.1_tpm_unstranded', 'AL118516.1_tpm_unstranded', 'AC120498.4_tpm_unstranded', 'AL121839.2_tpm_unstranded', 'AC093536.2_tpm_unstranded', 'AC009133.3_tpm_unstranded', 'LINC01243_tpm_unstranded', 'AF067845.1_tpm_unstranded', 'AC007598.1_tpm_unstranded', 'AC005307.1_tpm_unstranded', 'AC046158.1_tpm_unstranded', 'LINC01227_tpm_unstranded', 'LINC00554_tpm_unstranded', 'AC010760.1_tpm_unstranded', 'AC026471.3_tpm_unstranded', 'AC099482.1_tpm_unstranded', 'AC009962.1_tpm_unstranded', 'AC007823.1_tpm_unstranded', 'AC007494.2_tpm_unstranded', 'AC092720.1_tpm_unstranded', 'AC008870.2_tpm_unstranded', 'AC010542.2_tpm_unstranded', 'AC131649.1_tpm_unstranded', 'AC093520.1_tpm_unstranded', 'AP001120.1_tpm_unstranded', 'AC106754.1_tpm_unstranded', 'AC106799.3_tpm_unstranded', 'AL138918.1_tpm_unstranded', 'AC012321.1_tpm_unstranded', 'AC055855.1_tpm_unstranded', 'AC021087.3_tpm_unstranded', 'AC061975.1_tpm_unstranded', 'AC009065.4_tpm_unstranded', 'AP001180.1_tpm_unstranded', 'AC087463.1_tpm_unstranded', 'CASC17_tpm_unstranded', 'AC108099.1_tpm_unstranded', 'AC009063.2_tpm_unstranded', 'AC092338.2_tpm_unstranded', 'LINC02280_tpm_unstranded', 'AC003102.1_tpm_unstranded', 'AC145285.3_tpm_unstranded', 'AC099314.1_tpm_unstranded', 'Z84723.1_tpm_unstranded', 'LINC01963_tpm_unstranded', 'AC092803.1_tpm_unstranded', 'AL163051.1_tpm_unstranded', 'CEROX1_tpm_unstranded', 'AP003096.1_tpm_unstranded', 'AL135818.2_tpm_unstranded', 'AC073657.1_tpm_unstranded', 'AC027279.1_tpm_unstranded', 'AC026461.3_tpm_unstranded', 'AC138869.3_tpm_unstranded', 'AL135744.1_tpm_unstranded', 'AC125793.1_tpm_unstranded', 'AC009055.2_tpm_unstranded', 'AC007223.1_tpm_unstranded', 'AC022893.2_tpm_unstranded', 'LINC01964_tpm_unstranded', 'AC138907.2_tpm_unstranded', 'AC133485.5_tpm_unstranded', 'AC092114.1_tpm_unstranded', 'AC007344.1_tpm_unstranded', 'FBXL19-AS1_tpm_unstranded', 'AC109460.2_tpm_unstranded', 'LINC02184_tpm_unstranded', 'AL591848.3_tpm_unstranded', 'AC018558.1_tpm_unstranded', 'AC010551.3_tpm_unstranded', 'AC025280.1_tpm_unstranded', 'AC099506.1_tpm_unstranded', 'AC009107.1_tpm_unstranded', 'LINC01960_tpm_unstranded', 'AC093510.2_tpm_unstranded', 'AC106820.5_tpm_unstranded', 'LINC01229_tpm_unstranded', 'AP005233.2_tpm_unstranded', 'AC104072.1_tpm_unstranded', 'AL359258.2_tpm_unstranded', 'HCCAT5_tpm_unstranded', 'AC009120.3_tpm_unstranded', 'TAT-AS1_tpm_unstranded', 'CASC22_tpm_unstranded', 'AC020978.3_tpm_unstranded', 'AC105020.4_tpm_unstranded', 'AC027682.3_tpm_unstranded', 'AP003071.1_tpm_unstranded', 'ARLNC1_tpm_unstranded', 'ADPGK-AS1_tpm_unstranded', 'AC106886.2_tpm_unstranded', 'LINC02011_tpm_unstranded', 'AC009021.1_tpm_unstranded', 'AC015818.2_tpm_unstranded', 'LINC00565_tpm_unstranded', 'AC135050.3_tpm_unstranded', 'AL158206.1_tpm_unstranded', 'LINC01254_tpm_unstranded', 'AL158212.3_tpm_unstranded', 'AC107398.3_tpm_unstranded', 'AC100835.1_tpm_unstranded', 'AL031985.3_tpm_unstranded', 'AC142086.4_tpm_unstranded', 'AC009139.1_tpm_unstranded', 'LINC02193_tpm_unstranded', 'LINC01311_tpm_unstranded', 'AC016134.1_tpm_unstranded', 'AC009107.2_tpm_unstranded', 'LINC01416_tpm_unstranded', 'AC009119.2_tpm_unstranded', 'AC130456.5_tpm_unstranded', 'AC025272.1_tpm_unstranded', 'LINC00622_tpm_unstranded', 'CAPN10-DT_tpm_unstranded', 'LINC02555_tpm_unstranded', 'FOXC2-AS1_tpm_unstranded', 'AC109495.1_tpm_unstranded', 'AL356489.2_tpm_unstranded', 'AL390195.2_tpm_unstranded', 'AP006545.1_tpm_unstranded', 'AC005100.1_tpm_unstranded', 'AC009093.4_tpm_unstranded', 'AL133297.1_tpm_unstranded', 'AC100821.2_tpm_unstranded', 'AC126323.5_tpm_unstranded', 'AC023824.3_tpm_unstranded', 'AC087463.2_tpm_unstranded', 'LINC00557_tpm_unstranded', 'AC026462.3_tpm_unstranded', 'AP001486.2_tpm_unstranded', 'WWOX-AS1_tpm_unstranded', 'AC006288.1_tpm_unstranded', 'AC119674.1_tpm_unstranded', 'Z98259.1_tpm_unstranded', 'AC009021.2_tpm_unstranded', 'AC138907.3_tpm_unstranded', 'AC007333.2_tpm_unstranded', 'LINC01633_tpm_unstranded', 'AC126407.1_tpm_unstranded', 'AC022167.3_tpm_unstranded', 'AC091932.1_tpm_unstranded', 'AC010528.1_tpm_unstranded', 'AC126335.1_tpm_unstranded', 'AC090260.1_tpm_unstranded', 'AL133297.2_tpm_unstranded', 'Z94057.1_tpm_unstranded', 'DOCK9-DT_tpm_unstranded', 'AL512634.1_tpm_unstranded', 'BX255925.1_tpm_unstranded', 'AC004847.1_tpm_unstranded', 'AC009137.1_tpm_unstranded', 'AC244034.2_tpm_unstranded', 'AC036103.1_tpm_unstranded', 'AL008628.1_tpm_unstranded', 'LINC01572_tpm_unstranded', 'AC141257.1_tpm_unstranded', 'AC115619.1_tpm_unstranded', 'LINC02165_tpm_unstranded', 'AC002101.1_tpm_unstranded', 'AC010132.4_tpm_unstranded', 'AC132825.3_tpm_unstranded', 'AL445471.1_tpm_unstranded', 'AC105046.1_tpm_unstranded', 'AC012322.1_tpm_unstranded', 'AC138304.1_tpm_unstranded', 'AC079171.1_tpm_unstranded', 'AC005730.2_tpm_unstranded', 'AL139348.1_tpm_unstranded', 'AC113418.1_tpm_unstranded', 'AC010266.2_tpm_unstranded', 'AL133457.1_tpm_unstranded', 'LINC02544_tpm_unstranded', 'AC019294.3_tpm_unstranded', 'AP006547.1_tpm_unstranded', 'LINC02129_tpm_unstranded', 'AC007347.1_tpm_unstranded', 'AC107021.2_tpm_unstranded', 'AC036108.2_tpm_unstranded', 'AL450468.2_tpm_unstranded', 'LINC00555_tpm_unstranded', 'AC099508.2_tpm_unstranded', 'AL160286.2_tpm_unstranded', 'AC092718.4_tpm_unstranded', 'AC009139.2_tpm_unstranded', 'LINC02256_tpm_unstranded', 'AL592146.1_tpm_unstranded', 'AC074052.2_tpm_unstranded', 'AC109460.3_tpm_unstranded', 'AL512274.1_tpm_unstranded', 'AC124312.3_tpm_unstranded', 'AP003071.2_tpm_unstranded', 'AL441883.1_tpm_unstranded', 'LINC01195_tpm_unstranded', 'AC016396.2_tpm_unstranded', 'AC009118.1_tpm_unstranded', 'AC009053.2_tpm_unstranded', 'RUNX2-AS1_tpm_unstranded', 'LINC01228_tpm_unstranded', 'LINC02516_tpm_unstranded', 'ZNNT1_tpm_unstranded', 'AC127459.2_tpm_unstranded', 'LINC02178_tpm_unstranded', 'AC141586.3_tpm_unstranded', 'AC007066.2_tpm_unstranded', 'AC136285.1_tpm_unstranded', 'AC073476.2_tpm_unstranded', 'LINC00563_tpm_unstranded', 'AP000766.1_tpm_unstranded', 'AC234775.2_tpm_unstranded', 'AC009063.3_tpm_unstranded', 'AC093904.4_tpm_unstranded', 'LMO7-AS1_tpm_unstranded', 'AC009034.1_tpm_unstranded', 'AC012181.1_tpm_unstranded', 'AL049555.1_tpm_unstranded', 'AC009486.1_tpm_unstranded', 'AC092123.1_tpm_unstranded', 'AL133299.1_tpm_unstranded', 'LINC02473_tpm_unstranded', 'LINC02167_tpm_unstranded', 'AC009065.5_tpm_unstranded', 'AC135050.4_tpm_unstranded', 'RBFADN_tpm_unstranded', 'AC106871.1_tpm_unstranded', 'AC012186.2_tpm_unstranded', 'AL137802.2_tpm_unstranded', 'AC023908.3_tpm_unstranded', 'AC093525.4_tpm_unstranded', 'AC092718.5_tpm_unstranded', 'AC007159.1_tpm_unstranded', 'LINC02131_tpm_unstranded', 'LINC01989_tpm_unstranded', 'AC109597.2_tpm_unstranded', 'AC112484.3_tpm_unstranded', 'AC009154.1_tpm_unstranded', 'AC073429.2_tpm_unstranded', 'AC107027.3_tpm_unstranded', 'AL592424.1_tpm_unstranded', 'AC009053.3_tpm_unstranded', 'AC133919.2_tpm_unstranded', 'AC018845.3_tpm_unstranded', 'LINC02188_tpm_unstranded', 'AC135012.1_tpm_unstranded', 'AL596211.1_tpm_unstranded', 'SPINT1-AS1_tpm_unstranded', 'AC083864.3_tpm_unstranded', 'AC093642.2_tpm_unstranded', 'AC079322.1_tpm_unstranded', 'Z95115.1_tpm_unstranded', 'AL031058.1_tpm_unstranded', 'C16orf97_tpm_unstranded', 'AC013640.1_tpm_unstranded', 'AC134312.4_tpm_unstranded', 'LINC01898_tpm_unstranded', 'AC027130.1_tpm_unstranded', 'AC005774.2_tpm_unstranded', 'AC136944.2_tpm_unstranded', 'Z83847.1_tpm_unstranded', 'AC004449.1_tpm_unstranded', 'LINC00561_tpm_unstranded', 'AL031717.1_tpm_unstranded', 'AL031123.2_tpm_unstranded', 'AC099786.3_tpm_unstranded', 'AL162231.4_tpm_unstranded', 'AC007216.2_tpm_unstranded', 'AC099524.1_tpm_unstranded', 'AC090651.1_tpm_unstranded', 'AC103706.1_tpm_unstranded', 'AC064805.1_tpm_unstranded', 'AC092384.3_tpm_unstranded', 'AC140912.1_tpm_unstranded', 'AC021483.2_tpm_unstranded', 'LINC02133_tpm_unstranded', 'AC092142.1_tpm_unstranded', 'AC009166.1_tpm_unstranded', 'AC009065.6_tpm_unstranded', 'LINC02128_tpm_unstranded', 'AL136038.3_tpm_unstranded', 'AC022165.1_tpm_unstranded', 'AC104758.3_tpm_unstranded', 'AC009120.4_tpm_unstranded', 'LINC01751_tpm_unstranded', 'AL160286.3_tpm_unstranded', 'Z97055.2_tpm_unstranded', 'AC137932.2_tpm_unstranded', 'AP000821.1_tpm_unstranded', 'AC106736.1_tpm_unstranded', 'AC026462.4_tpm_unstranded', 'AC025271.2_tpm_unstranded', 'AC008870.3_tpm_unstranded', 'AC026470.2_tpm_unstranded', 'AC112236.1_tpm_unstranded', 'AC093278.2_tpm_unstranded', 'AC012181.2_tpm_unstranded', 'AC138512.1_tpm_unstranded', 'AC092447.8_tpm_unstranded', 'AP003071.3_tpm_unstranded', 'AC009117.2_tpm_unstranded', 'ATP2C2-AS1_tpm_unstranded', 'AC093525.5_tpm_unstranded', 'AC007906.1_tpm_unstranded', 'AC110491.1_tpm_unstranded', 'AC007601.2_tpm_unstranded', 'AC120498.6_tpm_unstranded', 'AC126323.6_tpm_unstranded', 'AC122134.1_tpm_unstranded', 'AC106779.1_tpm_unstranded', 'LINC02252_tpm_unstranded', 'AC005586.1_tpm_unstranded', 'AC102797.1_tpm_unstranded', 'AC009081.1_tpm_unstranded', 'AC002550.1_tpm_unstranded', 'AC105430.1_tpm_unstranded', 'AC105275.2_tpm_unstranded', 'LINC01834_tpm_unstranded', 'AC055855.2_tpm_unstranded', 'LINC02152_tpm_unstranded', 'AC009061.1_tpm_unstranded', 'AC010168.2_tpm_unstranded', 'LINC02192_tpm_unstranded', 'LINC01355_tpm_unstranded', 'AC134312.5_tpm_unstranded', 'AC016597.1_tpm_unstranded', 'AC116348.2_tpm_unstranded', 'AL353803.4_tpm_unstranded', 'AC005837.1_tpm_unstranded', 'AC021016.1_tpm_unstranded', 'LINC01616_tpm_unstranded', 'AC006538.1_tpm_unstranded', 'AC116348.3_tpm_unstranded', 'AP000439.3_tpm_unstranded', 'LINC02136_tpm_unstranded', 'AC018558.2_tpm_unstranded', 'AC116913.1_tpm_unstranded', 'AC099518.2_tpm_unstranded', 'PYCARD-AS1_tpm_unstranded', 'AC010491.1_tpm_unstranded', 'AC106745.1_tpm_unstranded', 'AC063923.2_tpm_unstranded', 'MANEA-DT_tpm_unstranded', 'AC012645.2_tpm_unstranded', 'AL731537.2_tpm_unstranded', 'AC007533.1_tpm_unstranded', 'VPS9D1-AS1_tpm_unstranded', 'AC022166.2_tpm_unstranded', 'AC010735.1_tpm_unstranded', 'AC091962.1_tpm_unstranded', 'AC023300.1_tpm_unstranded', 'AC009088.3_tpm_unstranded', 'AC027682.4_tpm_unstranded', 'MAFTRR_tpm_unstranded', 'AC087190.2_tpm_unstranded', 'AC007493.2_tpm_unstranded', 'AC007598.2_tpm_unstranded', 'AC027682.5_tpm_unstranded', 'LINC01177_tpm_unstranded', 'AC023824.4_tpm_unstranded', 'AL031710.1_tpm_unstranded', 'AC011525.1_tpm_unstranded', 'AL591222.1_tpm_unstranded', 'AC104758.4_tpm_unstranded', 'AC138627.1_tpm_unstranded', 'AC013565.3_tpm_unstranded', 'AL035425.3_tpm_unstranded', 'AC009142.1_tpm_unstranded', 'AL161938.1_tpm_unstranded', 'AC012645.3_tpm_unstranded', 'AL022069.1_tpm_unstranded', 'AC044798.1_tpm_unstranded', 'TMEM202-AS1_tpm_unstranded', 'AC144833.1_tpm_unstranded', 'AC099518.3_tpm_unstranded', 'AL031600.2_tpm_unstranded', 'AL023803.1_tpm_unstranded', 'LINC01613_tpm_unstranded', 'AC002347.1_tpm_unstranded', 'AC021087.4_tpm_unstranded', 'AL592164.1_tpm_unstranded', 'AC009081.2_tpm_unstranded', 'AC108860.2_tpm_unstranded', 'AL157394.1_tpm_unstranded', 'DKFZP434H168_tpm_unstranded', 'AC124068.2_tpm_unstranded', 'AC023830.1_tpm_unstranded', 'AC018558.3_tpm_unstranded', 'LINC00559_tpm_unstranded', 'AL162412.1_tpm_unstranded', 'AC109446.2_tpm_unstranded', 'AC103724.3_tpm_unstranded', 'AC104964.2_tpm_unstranded', 'LINC01735_tpm_unstranded', 'LINC01003_tpm_unstranded', 'AC009690.2_tpm_unstranded', 'AC004023.1_tpm_unstranded', 'AC099518.4_tpm_unstranded', 'AC136944.4_tpm_unstranded', 'AC099398.1_tpm_unstranded', 'AC096921.2_tpm_unstranded', 'AC020978.4_tpm_unstranded', 'AC009039.1_tpm_unstranded', 'AC092145.1_tpm_unstranded', 'AC084064.1_tpm_unstranded', 'AC026471.4_tpm_unstranded', 'LINC02190_tpm_unstranded', 'AC009163.4_tpm_unstranded', 'AC013391.3_tpm_unstranded', 'AC055876.5_tpm_unstranded', 'AC022167.4_tpm_unstranded', 'AC092725.1_tpm_unstranded', 'PAN3-AS1_tpm_unstranded', 'AC135048.1_tpm_unstranded', 'TBILA_tpm_unstranded', 'AC025271.3_tpm_unstranded', 'AC005674.1_tpm_unstranded', 'LINC00566_tpm_unstranded', 'AC079341.1_tpm_unstranded', 'AC040174.1_tpm_unstranded', 'LINC01686_tpm_unstranded', 'AL031714.1_tpm_unstranded', 'AC141257.2_tpm_unstranded', 'AC092368.3_tpm_unstranded', 'AC009097.4_tpm_unstranded', 'LINC01976_tpm_unstranded', 'LINC00558_tpm_unstranded', 'AC010542.4_tpm_unstranded', 'DLGAP1-AS5_tpm_unstranded', 'AC009167.1_tpm_unstranded', 'AC012615.1_tpm_unstranded', 'AC100774.1_tpm_unstranded', 'AC009065.7_tpm_unstranded', 'AL596244.1_tpm_unstranded', 'AC005086.2_tpm_unstranded', 'AC027279.2_tpm_unstranded', 'AC096996.2_tpm_unstranded', 'AC079414.1_tpm_unstranded', 'AC138915.3_tpm_unstranded', 'AC011978.2_tpm_unstranded', 'AC010931.2_tpm_unstranded', 'AC011939.2_tpm_unstranded', 'AC135782.3_tpm_unstranded', 'AC109460.4_tpm_unstranded', 'AL137782.1_tpm_unstranded', 'AC025277.1_tpm_unstranded', 'LINC01859_tpm_unstranded', 'AC007216.3_tpm_unstranded', 'AC135776.2_tpm_unstranded', 'AC138907.7_tpm_unstranded', 'AC073878.1_tpm_unstranded', 'AC097639.1_tpm_unstranded', 'AL157402.2_tpm_unstranded', 'AP003119.3_tpm_unstranded', 'AC012317.1_tpm_unstranded', 'AL513548.1_tpm_unstranded', 'AC068987.3_tpm_unstranded', 'AC010531.3_tpm_unstranded', 'AL603832.2_tpm_unstranded', 'AC005632.3_tpm_unstranded', 'AC233266.2_tpm_unstranded', 'AC092115.2_tpm_unstranded', 'AC114947.2_tpm_unstranded', 'AC091230.1_tpm_unstranded', 'AP000265.1_tpm_unstranded', 'AC093525.6_tpm_unstranded', 'LINC01858_tpm_unstranded', 'AC036108.3_tpm_unstranded', 'LINC02177_tpm_unstranded', 'LINC02605_tpm_unstranded', 'LINC02179_tpm_unstranded', 'AP003071.4_tpm_unstranded', 'AP005205.1_tpm_unstranded', 'AC005692.2_tpm_unstranded', 'AC007496.2_tpm_unstranded', 'AC022872.1_tpm_unstranded', 'AC018552.3_tpm_unstranded', 'AC026992.2_tpm_unstranded', 'LINC02191_tpm_unstranded', 'LINC02127_tpm_unstranded', 'AC092378.1_tpm_unstranded', 'AL031600.3_tpm_unstranded', 'AL713866.1_tpm_unstranded', 'AC007728.2_tpm_unstranded', 'DISC1FP1_tpm_unstranded', 'AC093849.1_tpm_unstranded', 'AC106730.1_tpm_unstranded', 'AC055717.2_tpm_unstranded', 'AC136285.2_tpm_unstranded', 'AC092337.1_tpm_unstranded', 'AL360270.2_tpm_unstranded', 'AC100803.3_tpm_unstranded', 'BEAN1-AS1_tpm_unstranded', 'Z92544.1_tpm_unstranded', 'AC009065.8_tpm_unstranded', 'TTC39A-AS1_tpm_unstranded', 'LINC00560_tpm_unstranded', 'AC093591.2_tpm_unstranded', 'AC008731.1_tpm_unstranded', 'AC012213.2_tpm_unstranded', 'AL158211.1_tpm_unstranded', 'AC009075.1_tpm_unstranded', 'AL022313.4_tpm_unstranded', 'AC145350.4_tpm_unstranded', 'LINC00838_tpm_unstranded', 'AC018362.1_tpm_unstranded', 'AC068724.1_tpm_unstranded', 'Z97986.1_tpm_unstranded', 'AC092120.1_tpm_unstranded', 'AC134682.1_tpm_unstranded', 'AC136443.4_tpm_unstranded', 'AL353732.1_tpm_unstranded', 'AC010531.4_tpm_unstranded', 'LINC02168_tpm_unstranded', 'LINC00165_tpm_unstranded', 'AC092134.1_tpm_unstranded', 'AC104417.2_tpm_unstranded', 'SSTR5-AS1_tpm_unstranded', 'LINC01477_tpm_unstranded', 'AC009041.2_tpm_unstranded', 'AC092376.1_tpm_unstranded', 'AC008870.4_tpm_unstranded', 'AL138690.1_tpm_unstranded', 'AL133383.1_tpm_unstranded', 'AL034346.1_tpm_unstranded', 'AC074050.3_tpm_unstranded', 'AC116096.1_tpm_unstranded', 'AC002551.1_tpm_unstranded', 'MIR3976HG_tpm_unstranded', 'LINC00922_tpm_unstranded', 'AC138305.2_tpm_unstranded', 'AC116552.1_tpm_unstranded', 'AL512347.1_tpm_unstranded', 'LINC02180_tpm_unstranded', 'AC007603.1_tpm_unstranded', 'AC008555.1_tpm_unstranded', 'AC005592.1_tpm_unstranded', 'AC117382.2_tpm_unstranded', 'AC099518.5_tpm_unstranded', 'LINC02616_tpm_unstranded', 'AC027228.2_tpm_unstranded', 'AC110716.2_tpm_unstranded', 'AC009127.1_tpm_unstranded', 'AC133550.3_tpm_unstranded', 'AC006504.1_tpm_unstranded', 'DNAAF4-CCPG1_tpm_unstranded', 'AC244090.2_tpm_unstranded', 'AC012435.3_tpm_unstranded', 'AC012184.3_tpm_unstranded', 'AC113208.4_tpm_unstranded', 'LINC02582_tpm_unstranded', 'LINC01654_tpm_unstranded', 'AC009054.2_tpm_unstranded', 'AC006058.1_tpm_unstranded', 'AC023830.2_tpm_unstranded', 'AC005606.2_tpm_unstranded', 'AC093627.7_tpm_unstranded', 'AC073878.2_tpm_unstranded', 'AL033527.2_tpm_unstranded', 'AC007406.4_tpm_unstranded', 'AC023824.5_tpm_unstranded', 'LOXL1-AS1_tpm_unstranded', 'AC026470.3_tpm_unstranded', 'LINC02140_tpm_unstranded', 'AC007342.4_tpm_unstranded', 'LINC02141_tpm_unstranded', 'AC133565.1_tpm_unstranded', 'LINC02164_tpm_unstranded', 'AC044798.2_tpm_unstranded', 'AC134312.6_tpm_unstranded', 'AL390718.1_tpm_unstranded', 'AC092138.2_tpm_unstranded', 'AC090826.1_tpm_unstranded', 'AC018362.2_tpm_unstranded', 'AC084782.2_tpm_unstranded', 'LINC00662_tpm_unstranded', 'AC121333.1_tpm_unstranded', 'AC009407.1_tpm_unstranded', 'AL353708.2_tpm_unstranded', 'AC046158.2_tpm_unstranded', 'AC092718.6_tpm_unstranded', 'AL358933.1_tpm_unstranded', 'AC093249.6_tpm_unstranded', 'AC073314.1_tpm_unstranded', 'AC124283.1_tpm_unstranded', 'AC090282.1_tpm_unstranded', 'LINC02186_tpm_unstranded', 'LINC01996_tpm_unstranded', 'AC130462.2_tpm_unstranded', 'AC002558.2_tpm_unstranded', 'AC087500.1_tpm_unstranded', 'AC005670.1_tpm_unstranded', 'AC144831.1_tpm_unstranded', 'AC108134.2_tpm_unstranded', 'AC091153.4_tpm_unstranded', 'AC027796.1_tpm_unstranded', 'AC127496.1_tpm_unstranded', 'AC006111.1_tpm_unstranded', 'AC015909.3_tpm_unstranded', 'MMP25-AS1_tpm_unstranded', 'AC091062.1_tpm_unstranded', 'AC116025.1_tpm_unstranded', 'AC004706.1_tpm_unstranded', 'AC007336.1_tpm_unstranded', 'DLGAP1-AS2_tpm_unstranded', 'AC087392.1_tpm_unstranded', 'AC005920.4_tpm_unstranded', 'AC003009.1_tpm_unstranded', 'AC007014.1_tpm_unstranded', 'LINC01974_tpm_unstranded', 'AC007599.2_tpm_unstranded', 'AC091180.5_tpm_unstranded', 'AC139530.1_tpm_unstranded', 'AC005696.1_tpm_unstranded', 'AC090618.1_tpm_unstranded', 'AC129507.1_tpm_unstranded', 'DKFZP434A062_tpm_unstranded', 'AC007638.1_tpm_unstranded', 'AC040977.1_tpm_unstranded', 'AC139099.1_tpm_unstranded', 'LINC02185_tpm_unstranded', 'AC127496.2_tpm_unstranded', 'DHX33-DT_tpm_unstranded', 'AC015912.1_tpm_unstranded', 'AC027601.2_tpm_unstranded', 'AC009134.1_tpm_unstranded', 'BCAR4_tpm_unstranded', 'AL079343.1_tpm_unstranded', 'AC087392.2_tpm_unstranded', 'AC092115.3_tpm_unstranded', 'AC124283.2_tpm_unstranded', 'AC133065.1_tpm_unstranded', 'LINC02175_tpm_unstranded', 'AC020978.5_tpm_unstranded', 'AC130651.1_tpm_unstranded', 'AC116025.2_tpm_unstranded', 'LINC02861_tpm_unstranded', 'LINC01978_tpm_unstranded', 'AL157931.1_tpm_unstranded', 'AC007952.4_tpm_unstranded', 'AC008914.1_tpm_unstranded', 'AC144836.1_tpm_unstranded', 'AC110285.1_tpm_unstranded', 'AC004771.2_tpm_unstranded', 'AC087392.3_tpm_unstranded', 'AC104770.1_tpm_unstranded', 'AC002558.3_tpm_unstranded', 'U95743.1_tpm_unstranded', 'AC007952.5_tpm_unstranded', 'AC129507.2_tpm_unstranded', 'AC118755.1_tpm_unstranded', 'AC004584.1_tpm_unstranded', 'AC004494.1_tpm_unstranded', 'AC127496.3_tpm_unstranded', 'AC007952.6_tpm_unstranded', 'AC136624.1_tpm_unstranded', 'AC130371.1_tpm_unstranded', 'AC100791.1_tpm_unstranded', 'LINC02564_tpm_unstranded', 'AC116914.1_tpm_unstranded', 'AC004233.1_tpm_unstranded', 'AC108134.3_tpm_unstranded', 'CR936218.1_tpm_unstranded', 'AC026401.2_tpm_unstranded', 'AC024361.1_tpm_unstranded', 'AL160291.1_tpm_unstranded', 'AC145207.2_tpm_unstranded', 'AC007613.1_tpm_unstranded', 'AC004771.3_tpm_unstranded', 'AC087392.4_tpm_unstranded', 'AC099684.2_tpm_unstranded', 'MIR193BHG_tpm_unstranded', 'AC006435.1_tpm_unstranded', 'LINC01569_tpm_unstranded', 'AC004034.1_tpm_unstranded', 'AC020978.6_tpm_unstranded', 'AJ003147.1_tpm_unstranded', 'AL022341.2_tpm_unstranded', 'AC130650.1_tpm_unstranded', 'AC090617.3_tpm_unstranded', 'AC129507.3_tpm_unstranded', 'AC087741.1_tpm_unstranded', 'LINC01979_tpm_unstranded', 'LINC00621_tpm_unstranded', 'AC113189.1_tpm_unstranded', 'AC124283.3_tpm_unstranded', 'AC127496.4_tpm_unstranded', 'AC087222.1_tpm_unstranded', 'AJ003147.2_tpm_unstranded', 'AC004771.4_tpm_unstranded', 'AC005722.3_tpm_unstranded', 'GLIS2-AS1_tpm_unstranded', 'AC040160.1_tpm_unstranded', 'AC116914.2_tpm_unstranded', 'AC012146.2_tpm_unstranded', 'AC009121.2_tpm_unstranded', 'AC012676.1_tpm_unstranded', 'AC007342.5_tpm_unstranded', 'AC135048.2_tpm_unstranded', 'AC123768.2_tpm_unstranded', 'AC010401.1_tpm_unstranded', 'AC135050.5_tpm_unstranded', 'AC100791.2_tpm_unstranded', 'AC025627.1_tpm_unstranded', 'LINC01977_tpm_unstranded', 'AC032044.1_tpm_unstranded', 'AC005224.1_tpm_unstranded', 'AC130343.1_tpm_unstranded', 'U91319.1_tpm_unstranded', 'AC090617.4_tpm_unstranded', 'AC087501.2_tpm_unstranded', 'AC127521.1_tpm_unstranded', 'AC145207.3_tpm_unstranded', 'AC016245.1_tpm_unstranded', 'AC027801.5_tpm_unstranded', 'AC136624.2_tpm_unstranded', 'AC099684.3_tpm_unstranded', 'AC127496.5_tpm_unstranded', 'AC110285.2_tpm_unstranded', 'AC005670.3_tpm_unstranded', 'AC113189.2_tpm_unstranded', 'CR936218.2_tpm_unstranded', 'AC015921.1_tpm_unstranded', 'AC139099.2_tpm_unstranded', 'AC004232.1_tpm_unstranded', 'AC027796.4_tpm_unstranded', 'AC015853.1_tpm_unstranded', 'AC129507.4_tpm_unstranded', 'AC118754.2_tpm_unstranded', 'AC007861.1_tpm_unstranded', 'AC005695.1_tpm_unstranded', 'AC005921.2_tpm_unstranded', 'AC124319.1_tpm_unstranded', 'AF001550.1_tpm_unstranded', 'AC137056.1_tpm_unstranded', 'AC099489.3_tpm_unstranded', 'AC007114.1_tpm_unstranded', 'AC108134.4_tpm_unstranded', 'AC015853.2_tpm_unstranded', 'AC007220.1_tpm_unstranded', 'AL513324.1_tpm_unstranded', 'AC090617.5_tpm_unstranded', 'AC087501.3_tpm_unstranded', 'AC024361.2_tpm_unstranded', 'AF001548.1_tpm_unstranded', 'RNF213-AS1_tpm_unstranded', 'ZNF213-AS1_tpm_unstranded', 'AC009121.3_tpm_unstranded', 'AC211486.2_tpm_unstranded', 'AC007114.2_tpm_unstranded', 'AC007638.2_tpm_unstranded', 'AC068014.1_tpm_unstranded', 'AC009171.2_tpm_unstranded', 'AC007861.2_tpm_unstranded', 'AC004584.3_tpm_unstranded', 'AC040162.3_tpm_unstranded', 'LINC01896_tpm_unstranded', 'AC110285.3_tpm_unstranded', 'AC005736.1_tpm_unstranded', 'AC087500.2_tpm_unstranded', 'AC087292.1_tpm_unstranded', 'AC115099.1_tpm_unstranded', 'AC026954.3_tpm_unstranded', 'AC015909.4_tpm_unstranded', 'AC109462.2_tpm_unstranded', 'AC004224.2_tpm_unstranded', 'AC127496.6_tpm_unstranded', 'AC015727.1_tpm_unstranded', 'AC010401.2_tpm_unstranded', 'AC006111.2_tpm_unstranded', 'AC106796.1_tpm_unstranded', 'AC087190.3_tpm_unstranded', 'AC092132.1_tpm_unstranded', 'AC040173.1_tpm_unstranded', 'AC110285.4_tpm_unstranded', 'AC004148.1_tpm_unstranded', 'AC020978.7_tpm_unstranded', 'AC233701.1_tpm_unstranded', 'AC007595.1_tpm_unstranded', 'AC003965.1_tpm_unstranded', 'THCAT158_tpm_unstranded', 'AC015853.3_tpm_unstranded', 'AC113189.3_tpm_unstranded', 'AP005530.1_tpm_unstranded', 'AC007216.4_tpm_unstranded', 'LINC01975_tpm_unstranded', 'AC027763.2_tpm_unstranded', 'LINC01982_tpm_unstranded', 'AC024361.3_tpm_unstranded', 'AC003965.2_tpm_unstranded', 'TAPT1-AS1_tpm_unstranded', 'AC008551.1_tpm_unstranded', 'AF001548.2_tpm_unstranded', 'AC027796.5_tpm_unstranded', 'AC003688.2_tpm_unstranded', 'AC006435.2_tpm_unstranded', 'AC104564.1_tpm_unstranded', 'AC018371.1_tpm_unstranded', 'AC002347.2_tpm_unstranded', 'AC011825.2_tpm_unstranded', 'AC007952.7_tpm_unstranded', 'TMEM220-AS1_tpm_unstranded', 'NFE2L1-DT_tpm_unstranded', 'GTSCR1_tpm_unstranded', 'AC110597.3_tpm_unstranded', 'AC129492.2_tpm_unstranded', 'AC024610.1_tpm_unstranded', 'LINC01919_tpm_unstranded', 'AC100872.2_tpm_unstranded', 'AC090371.1_tpm_unstranded', 'AC006441.1_tpm_unstranded', 'AC104982.2_tpm_unstranded', 'AC004147.1_tpm_unstranded', 'AC127029.2_tpm_unstranded', 'AC004702.1_tpm_unstranded', 'AC007431.1_tpm_unstranded', 'AC005828.2_tpm_unstranded', 'AC015908.2_tpm_unstranded', 'LINC02563_tpm_unstranded', 'AC130324.1_tpm_unstranded', 'AC011095.1_tpm_unstranded', 'AP000829.1_tpm_unstranded', 'AC007923.1_tpm_unstranded', 'AC004147.2_tpm_unstranded', 'AC125421.1_tpm_unstranded', 'AC145207.4_tpm_unstranded', 'HID1-AS1_tpm_unstranded', 'AC091043.1_tpm_unstranded', 'LINC02591_tpm_unstranded', 'AC022655.1_tpm_unstranded', 'AC127024.2_tpm_unstranded', 'LINC02002_tpm_unstranded', 'AC068408.1_tpm_unstranded', 'AF186192.3_tpm_unstranded', 'AC024619.2_tpm_unstranded', 'AP005121.1_tpm_unstranded', 'AC023394.1_tpm_unstranded', 'AC055811.1_tpm_unstranded', 'PPP4R1-AS1_tpm_unstranded', 'AP005242.1_tpm_unstranded', 'AC022035.1_tpm_unstranded', 'AC005828.3_tpm_unstranded', 'AC090125.1_tpm_unstranded', 'AC023389.1_tpm_unstranded', 'AL035696.3_tpm_unstranded', 'AC026620.1_tpm_unstranded', 'AC012588.1_tpm_unstranded', 'AC007639.1_tpm_unstranded', 'AC005154.3_tpm_unstranded', 'AC005209.1_tpm_unstranded', 'AC025887.1_tpm_unstranded', 'AC012417.1_tpm_unstranded', 'AC005277.1_tpm_unstranded', 'AC005695.2_tpm_unstranded', 'AC024619.3_tpm_unstranded', 'LINC02864_tpm_unstranded', 'AC079336.1_tpm_unstranded', 'SEPTIN9-DT_tpm_unstranded', 'AC023394.2_tpm_unstranded', 'DLGAP1-AS3_tpm_unstranded', 'AP001178.1_tpm_unstranded', 'AC145207.5_tpm_unstranded', 'AP005230.1_tpm_unstranded', 'LINC00667_tpm_unstranded', 'AL645941.3_tpm_unstranded', 'AC090371.2_tpm_unstranded', 'AC025682.1_tpm_unstranded', 'AC022211.1_tpm_unstranded', 'SKAP1-AS1_tpm_unstranded', 'AP005210.1_tpm_unstranded', 'AC018521.1_tpm_unstranded', 'AP005121.2_tpm_unstranded', 'AC009831.1_tpm_unstranded', 'AC112907.3_tpm_unstranded', 'AC022211.2_tpm_unstranded', 'AP005899.1_tpm_unstranded', 'AC145207.6_tpm_unstranded', 'AC011840.3_tpm_unstranded', 'LINC01543_tpm_unstranded', 'AC007948.1_tpm_unstranded', 'THY1-AS1_tpm_unstranded', 'DLGAP1-AS4_tpm_unstranded', 'AP000845.1_tpm_unstranded', 'AC080037.2_tpm_unstranded', 'AC100778.1_tpm_unstranded', 'AC015563.1_tpm_unstranded', 'AC100778.2_tpm_unstranded', 'AC011825.3_tpm_unstranded', 'AC019131.1_tpm_unstranded', 'AC022960.1_tpm_unstranded', 'AC100832.2_tpm_unstranded', 'AP005120.1_tpm_unstranded', 'AC091138.1_tpm_unstranded', 'AP001094.1_tpm_unstranded', 'AC009716.1_tpm_unstranded', 'AC087393.2_tpm_unstranded', 'AC004253.1_tpm_unstranded', 'AP005059.1_tpm_unstranded', 'AC104564.2_tpm_unstranded', 'AC091588.1_tpm_unstranded', 'AC124254.2_tpm_unstranded', 'AC015908.3_tpm_unstranded', 'AC018521.2_tpm_unstranded', 'AC068418.1_tpm_unstranded', 'LINC02003_tpm_unstranded', 'ABHD15-AS1_tpm_unstranded', 'AC005726.2_tpm_unstranded', 'AC024267.1_tpm_unstranded', 'AC005291.1_tpm_unstranded', 'AP001180.2_tpm_unstranded', 'AC114488.2_tpm_unstranded', 'AP005057.1_tpm_unstranded', 'AC005899.1_tpm_unstranded', 'AC138207.2_tpm_unstranded', 'AC090457.1_tpm_unstranded', 'AC015813.1_tpm_unstranded', 'AC116003.1_tpm_unstranded', 'AC104984.1_tpm_unstranded', 'AC007631.1_tpm_unstranded', 'AC103987.2_tpm_unstranded', 'AC090403.1_tpm_unstranded', 'AC122129.2_tpm_unstranded', 'AC005552.1_tpm_unstranded', 'AL353997.2_tpm_unstranded', 'AC106037.2_tpm_unstranded', 'AC011120.1_tpm_unstranded', 'AC239868.1_tpm_unstranded', 'AC103808.1_tpm_unstranded', 'AC126365.1_tpm_unstranded', 'LINC01916_tpm_unstranded', 'AP005329.1_tpm_unstranded', 'AC018521.3_tpm_unstranded', 'LINC00909_tpm_unstranded', 'AP001496.1_tpm_unstranded', 'LINC01893_tpm_unstranded', 'AC131274.1_tpm_unstranded', 'LINC01925_tpm_unstranded', 'AC016866.1_tpm_unstranded', 'AC087749.1_tpm_unstranded', 'AC100786.1_tpm_unstranded', 'AC107982.2_tpm_unstranded', 'ZNF236-DT_tpm_unstranded', 'AC104564.3_tpm_unstranded', 'LINC01444_tpm_unstranded', 'AC024267.3_tpm_unstranded', 'AC134978.1_tpm_unstranded', 'AP001020.1_tpm_unstranded', 'AC009704.1_tpm_unstranded', 'LINC01894_tpm_unstranded', 'AC023983.1_tpm_unstranded', 'LINC02675_tpm_unstranded', 'AC007448.3_tpm_unstranded', 'AC015818.4_tpm_unstranded', 'AC110603.1_tpm_unstranded', 'NCMAP-DT_tpm_unstranded', 'MIR378D2HG_tpm_unstranded', 'AP001021.1_tpm_unstranded', 'AC036222.1_tpm_unstranded', 'AC138207.4_tpm_unstranded', 'AC025211.1_tpm_unstranded', 'LINC02837_tpm_unstranded', 'AC096708.2_tpm_unstranded', 'AP005062.1_tpm_unstranded', 'AC061975.4_tpm_unstranded', 'AC090283.1_tpm_unstranded', 'BX640514.1_tpm_unstranded', 'AC005544.1_tpm_unstranded', 'AC006270.1_tpm_unstranded', 'AP000915.1_tpm_unstranded', 'AC011474.1_tpm_unstranded', 'AC005154.4_tpm_unstranded', 'AC008026.3_tpm_unstranded', 'AC132872.2_tpm_unstranded', 'AC015674.1_tpm_unstranded', 'DCXR-DT_tpm_unstranded', 'LINC00526_tpm_unstranded', 'AC010761.1_tpm_unstranded', 'AC009630.3_tpm_unstranded', 'AC117569.1_tpm_unstranded', 'MAPT-AS1_tpm_unstranded', 'AC103808.2_tpm_unstranded', 'AP000897.1_tpm_unstranded', 'AC003687.1_tpm_unstranded', 'AC022903.1_tpm_unstranded', 'PRKCA-AS1_tpm_unstranded', 'AC100844.1_tpm_unstranded', 'AP001020.2_tpm_unstranded', 'AC024614.1_tpm_unstranded', 'AC104564.4_tpm_unstranded', 'AC064805.2_tpm_unstranded', 'AC107926.1_tpm_unstranded', 'AC020558.1_tpm_unstranded', 'SEPTIN4-AS1_tpm_unstranded', 'AC098850.1_tpm_unstranded', 'AC123786.1_tpm_unstranded', 'AC007922.1_tpm_unstranded', 'LINC01912_tpm_unstranded', 'AC018521.4_tpm_unstranded', 'AC090337.1_tpm_unstranded', 'L3MBTL4-AS1_tpm_unstranded', 'AC005725.1_tpm_unstranded', 'AC022596.1_tpm_unstranded', 'AC069061.2_tpm_unstranded', 'AC145207.7_tpm_unstranded', 'AC093484.2_tpm_unstranded', 'TTC39C-AS1_tpm_unstranded', 'AC032019.1_tpm_unstranded', 'AC110921.1_tpm_unstranded', 'AC098850.2_tpm_unstranded', 'AC145207.8_tpm_unstranded', 'AC016876.2_tpm_unstranded', 'AC005722.4_tpm_unstranded', 'AC021382.1_tpm_unstranded', 'AC004147.3_tpm_unstranded', 'AC068025.1_tpm_unstranded', 'AC132938.2_tpm_unstranded', 'AC091588.2_tpm_unstranded', 'AC087749.2_tpm_unstranded', 'AP001180.4_tpm_unstranded', 'AC011933.2_tpm_unstranded', 'DSG2-AS1_tpm_unstranded', 'AC097641.1_tpm_unstranded', 'AC068112.1_tpm_unstranded', 'AP005209.1_tpm_unstranded', 'AP005901.2_tpm_unstranded', 'AC006141.1_tpm_unstranded', 'AC015845.1_tpm_unstranded', 'AC018521.5_tpm_unstranded', 'AC090772.1_tpm_unstranded', 'AC115989.1_tpm_unstranded', 'AC100830.2_tpm_unstranded', 'PRR29-AS1_tpm_unstranded', 'AC138761.1_tpm_unstranded', 'AP001033.1_tpm_unstranded', 'AC090844.2_tpm_unstranded', 'AC015563.2_tpm_unstranded', 'AC124804.1_tpm_unstranded', 'AC005549.1_tpm_unstranded', 'MARCHF10-DT_tpm_unstranded', 'AC011825.4_tpm_unstranded', 'AC087301.1_tpm_unstranded', 'AC068418.2_tpm_unstranded', 'AC004253.2_tpm_unstranded', 'AC145343.1_tpm_unstranded', 'AP002409.1_tpm_unstranded', 'AC010761.2_tpm_unstranded', 'AP001496.2_tpm_unstranded', 'AC007922.2_tpm_unstranded', 'C1QTNF1-AS1_tpm_unstranded', 'AC005332.1_tpm_unstranded', 'AC091027.1_tpm_unstranded', 'AC026474.1_tpm_unstranded', 'AC011824.1_tpm_unstranded', 'AC068594.1_tpm_unstranded', 'AC011824.2_tpm_unstranded', 'AC004448.3_tpm_unstranded', 'AC016866.2_tpm_unstranded', 'AC005899.3_tpm_unstranded', 'MIR133A1HG_tpm_unstranded', 'TSPOAP1-AS1_tpm_unstranded', 'CDRT8_tpm_unstranded', 'AC005726.3_tpm_unstranded', 'AP005202.1_tpm_unstranded', 'AP000894.2_tpm_unstranded', 'AL359922.2_tpm_unstranded', 'AC090772.2_tpm_unstranded', 'AC010761.3_tpm_unstranded', 'AC004687.1_tpm_unstranded', 'AC090358.1_tpm_unstranded', 'AC103810.2_tpm_unstranded', 'AC079336.2_tpm_unstranded', 'AC129926.1_tpm_unstranded', 'AC015917.2_tpm_unstranded', 'AP005263.1_tpm_unstranded', 'AC233702.5_tpm_unstranded', 'AC005828.4_tpm_unstranded', 'AC005726.4_tpm_unstranded', 'AC104996.1_tpm_unstranded', 'LINC01476_tpm_unstranded', 'AP005059.2_tpm_unstranded', 'AC130324.2_tpm_unstranded', 'AC079336.3_tpm_unstranded', 'AC011933.3_tpm_unstranded', 'AC118755.2_tpm_unstranded', 'LINC01899_tpm_unstranded', 'AC004147.4_tpm_unstranded', 'AC004231.4_tpm_unstranded', 'PCAT18_tpm_unstranded', 'LINC01908_tpm_unstranded', 'AC012572.1_tpm_unstranded', 'AC079070.1_tpm_unstranded', 'AC084125.4_tpm_unstranded', 'AC104984.2_tpm_unstranded', 'AP005329.2_tpm_unstranded', 'AC005244.2_tpm_unstranded', 'AC093484.3_tpm_unstranded', 'AC009084.1_tpm_unstranded', 'AP001094.2_tpm_unstranded', 'AC099850.3_tpm_unstranded', 'AC005909.1_tpm_unstranded', 'AC127024.3_tpm_unstranded', 'AC005703.2_tpm_unstranded', 'AC012447.1_tpm_unstranded', 'AC132938.3_tpm_unstranded', 'AC010761.4_tpm_unstranded', 'AP000915.2_tpm_unstranded', 'AC107982.3_tpm_unstranded', 'DTX2P1-UPK3BP1-PMS2P11_tpm_unstranded', 'AC091691.2_tpm_unstranded', 'LINC01915_tpm_unstranded', 'AP001021.2_tpm_unstranded', 'AC005358.1_tpm_unstranded', 'AP001178.2_tpm_unstranded', 'AC005304.2_tpm_unstranded', 'AC100778.3_tpm_unstranded', 'AC020558.2_tpm_unstranded', 'LINC01892_tpm_unstranded', 'AC015922.2_tpm_unstranded', 'AC114689.3_tpm_unstranded', 'AC015845.2_tpm_unstranded', 'AA06_tpm_unstranded', 'AC217774.1_tpm_unstranded', 'AC104961.1_tpm_unstranded', 'AP005271.1_tpm_unstranded', 'LINC01903_tpm_unstranded', 'AC023301.1_tpm_unstranded', 'AC002094.2_tpm_unstranded', 'AC104564.5_tpm_unstranded', 'AC119868.2_tpm_unstranded', 'AC087399.1_tpm_unstranded', 'AC106037.3_tpm_unstranded', 'AC005544.2_tpm_unstranded', 'RARA-AS1_tpm_unstranded', 'AC016382.1_tpm_unstranded', 'AP000894.3_tpm_unstranded', 'AC129510.1_tpm_unstranded', 'MAFG-DT_tpm_unstranded', 'AC024614.2_tpm_unstranded', 'LINC01970_tpm_unstranded', 'AC011824.3_tpm_unstranded', 'AC005821.1_tpm_unstranded', 'AC103808.3_tpm_unstranded', 'AP001099.1_tpm_unstranded', 'AP006565.1_tpm_unstranded', 'AC104984.3_tpm_unstranded', 'AC138207.5_tpm_unstranded', 'AC135178.4_tpm_unstranded', 'AC090772.3_tpm_unstranded', 'AC015878.1_tpm_unstranded', 'AC010754.1_tpm_unstranded', 'LINC01900_tpm_unstranded', 'AC004147.5_tpm_unstranded', 'AC018413.1_tpm_unstranded', 'AC090415.2_tpm_unstranded', 'AC006441.3_tpm_unstranded', 'LINC01906_tpm_unstranded', 'AC127024.4_tpm_unstranded', 'AC005899.4_tpm_unstranded', 'AC090844.3_tpm_unstranded', 'AC022211.3_tpm_unstranded', 'AC069366.2_tpm_unstranded', 'AC010761.5_tpm_unstranded', 'LINC01029_tpm_unstranded', 'AC100863.1_tpm_unstranded', 'AC024267.4_tpm_unstranded', 'DSCAS_tpm_unstranded', 'AP000919.1_tpm_unstranded', 'AC024267.5_tpm_unstranded', 'AC037487.1_tpm_unstranded', 'AC125421.2_tpm_unstranded', 'LINC00668_tpm_unstranded', 'AC032019.2_tpm_unstranded', 'AC090912.1_tpm_unstranded', 'LINC01387_tpm_unstranded', 'AC015878.2_tpm_unstranded', 'GACAT2_tpm_unstranded', 'AC217774.2_tpm_unstranded', 'AC100830.3_tpm_unstranded', 'AC005828.5_tpm_unstranded', 'AC002091.1_tpm_unstranded', 'AC074237.1_tpm_unstranded', 'AC022809.1_tpm_unstranded', 'AC011933.4_tpm_unstranded', 'ESRG_tpm_unstranded', 'AC090365.1_tpm_unstranded', 'AC069114.1_tpm_unstranded', 'AC091059.1_tpm_unstranded', 'GATA6-AS1_tpm_unstranded', 'LINC02079_tpm_unstranded', 'AC103808.4_tpm_unstranded', 'AC016888.1_tpm_unstranded', 'AP001011.1_tpm_unstranded', 'NDUFV2-AS1_tpm_unstranded', 'AP005202.2_tpm_unstranded', 'AC004585.1_tpm_unstranded', 'AC007431.2_tpm_unstranded', 'AC004408.1_tpm_unstranded', 'AP006219.1_tpm_unstranded', 'AC103809.1_tpm_unstranded', 'AC068025.2_tpm_unstranded', 'AC015908.4_tpm_unstranded', 'AC104984.4_tpm_unstranded', 'AC005730.3_tpm_unstranded', 'AP001094.3_tpm_unstranded', 'AP005380.1_tpm_unstranded', 'AP001020.3_tpm_unstranded', 'AC090506.1_tpm_unstranded', 'AC080112.1_tpm_unstranded', 'AC107892.1_tpm_unstranded', 'AC036222.2_tpm_unstranded', 'NARF-IT1_tpm_unstranded', 'AC121320.1_tpm_unstranded', 'AC011474.2_tpm_unstranded', 'LINC00683_tpm_unstranded', 'LINC01909_tpm_unstranded', 'AC005324.4_tpm_unstranded', 'AP005203.1_tpm_unstranded', 'AC044873.1_tpm_unstranded', 'LINC01910_tpm_unstranded', 'AC135178.5_tpm_unstranded', 'AC091588.3_tpm_unstranded', 'AP005671.1_tpm_unstranded', 'AC012213.3_tpm_unstranded', 'AC015813.3_tpm_unstranded', 'LIVAR_tpm_unstranded', 'AC007952.8_tpm_unstranded', 'LINC01927_tpm_unstranded', 'AC026254.2_tpm_unstranded', 'AC016383.1_tpm_unstranded', 'AC138207.7_tpm_unstranded', 'AC004477.1_tpm_unstranded', 'LINC02074_tpm_unstranded', 'AC005410.2_tpm_unstranded', 'AC090774.2_tpm_unstranded', 'AC079915.1_tpm_unstranded', 'AC005224.2_tpm_unstranded', 'AC005899.5_tpm_unstranded', 'AC002091.2_tpm_unstranded', 'AP000919.2_tpm_unstranded', 'AP002478.1_tpm_unstranded', 'SNHG25_tpm_unstranded', 'AP005205.2_tpm_unstranded', 'NARF-AS1_tpm_unstranded', 'AL449423.1_tpm_unstranded', 'AC019183.1_tpm_unstranded', 'AP001178.3_tpm_unstranded', 'AC021506.1_tpm_unstranded', 'AC233702.7_tpm_unstranded', 'AC005288.1_tpm_unstranded', 'AC007448.4_tpm_unstranded', 'AC007922.3_tpm_unstranded', 'AC127024.5_tpm_unstranded', 'AC011731.1_tpm_unstranded', 'AC055811.3_tpm_unstranded', 'AL354674.1_tpm_unstranded', 'AP002478.2_tpm_unstranded', 'AC021549.1_tpm_unstranded', 'AC005697.2_tpm_unstranded', 'AC008133.1_tpm_unstranded', 'AC005838.2_tpm_unstranded', 'AP001381.1_tpm_unstranded', 'LINC01443_tpm_unstranded', 'MAGEA10-MAGEA5_tpm_unstranded', 'AC018697.1_tpm_unstranded', 'AP001025.1_tpm_unstranded', 'FO680682.1_tpm_unstranded', 'AC091027.2_tpm_unstranded', 'AC006441.4_tpm_unstranded', 'AC037487.2_tpm_unstranded', 'AC079336.4_tpm_unstranded', 'AC018521.6_tpm_unstranded', 'AP005262.1_tpm_unstranded', 'LINC01887_tpm_unstranded', 'AC103808.5_tpm_unstranded', 'AC024267.6_tpm_unstranded', 'AC103810.5_tpm_unstranded', 'AC093484.4_tpm_unstranded', 'AC129510.2_tpm_unstranded', 'AC007952.9_tpm_unstranded', 'AC005703.3_tpm_unstranded', 'AC087164.1_tpm_unstranded', 'AL135905.1_tpm_unstranded', 'AC044840.1_tpm_unstranded', 'AP001793.1_tpm_unstranded', 'AC005224.3_tpm_unstranded', 'AC021534.1_tpm_unstranded', 'AC134407.1_tpm_unstranded', 'AC079336.5_tpm_unstranded', 'DSG1-AS1_tpm_unstranded', 'AC103808.6_tpm_unstranded', 'AC005304.3_tpm_unstranded', 'AC137735.1_tpm_unstranded', 'AP000897.2_tpm_unstranded', 'AC116003.2_tpm_unstranded', 'AC011840.4_tpm_unstranded', 'AP005136.3_tpm_unstranded', 'AC009137.2_tpm_unstranded', 'AC127540.1_tpm_unstranded', 'AP005432.1_tpm_unstranded', 'AC018521.7_tpm_unstranded', 'AC129492.4_tpm_unstranded', 'AC061975.6_tpm_unstranded', 'GAPLINC_tpm_unstranded', 'AC008088.1_tpm_unstranded', 'AC068254.1_tpm_unstranded', 'AC093330.1_tpm_unstranded', 'AP001021.3_tpm_unstranded', 'AC090912.2_tpm_unstranded', 'AC005993.1_tpm_unstranded', 'AC015688.6_tpm_unstranded', 'AC007923.3_tpm_unstranded', 'AC005394.1_tpm_unstranded', 'AL354892.3_tpm_unstranded', 'AC005546.1_tpm_unstranded', 'AC027514.1_tpm_unstranded', 'AC068473.2_tpm_unstranded', 'AC243964.3_tpm_unstranded', 'LINC00663_tpm_unstranded', 'AC114684.1_tpm_unstranded', 'AL121757.2_tpm_unstranded', 'LINC01841_tpm_unstranded', 'ZNF793-AS1_tpm_unstranded', 'hsa-mir-423_tpm_unstranded', 'AC006213.1_tpm_unstranded', 'AC008543.3_tpm_unstranded', 'AC063949.2_tpm_unstranded', 'AC021594.1_tpm_unstranded', 'AC015818.7_tpm_unstranded', 'AC020905.1_tpm_unstranded', 'AC067852.1_tpm_unstranded', 'AC005775.1_tpm_unstranded', 'AC005746.1_tpm_unstranded', 'AC011442.1_tpm_unstranded', 'AC024592.1_tpm_unstranded', 'AC022916.1_tpm_unstranded', 'AC008752.1_tpm_unstranded', 'AC093072.1_tpm_unstranded', 'LINC01538_tpm_unstranded', 'AP001010.1_tpm_unstranded', 'AP001269.1_tpm_unstranded', 'AC012254.1_tpm_unstranded', 'AP005482.1_tpm_unstranded', 'AC067852.2_tpm_unstranded', 'AC005625.1_tpm_unstranded', 'AC090220.1_tpm_unstranded', 'AC023421.1_tpm_unstranded', 'AP002449.1_tpm_unstranded', 'AC061992.2_tpm_unstranded', 'AC092296.1_tpm_unstranded', 'FARSA-AS1_tpm_unstranded', 'AC079466.1_tpm_unstranded', 'AC006504.2_tpm_unstranded', 'AC011511.2_tpm_unstranded', 'LINC01180_tpm_unstranded', 'AC087289.1_tpm_unstranded', 'AC022916.2_tpm_unstranded', 'AC011444.1_tpm_unstranded', 'AC010485.1_tpm_unstranded', 'AC104984.5_tpm_unstranded', 'AC021517.1_tpm_unstranded', 'AC004528.1_tpm_unstranded', 'AL050343.2_tpm_unstranded', 'AC020663.1_tpm_unstranded', 'AC111182.1_tpm_unstranded', 'AC016229.1_tpm_unstranded', 'AC060780.1_tpm_unstranded', 'AC018761.1_tpm_unstranded', 'AC008507.2_tpm_unstranded', 'AC012615.2_tpm_unstranded', 'AC007780.1_tpm_unstranded', 'AC011498.1_tpm_unstranded', 'LINC01929_tpm_unstranded', 'LINC01532_tpm_unstranded', 'AC023090.1_tpm_unstranded', 'AC111170.1_tpm_unstranded', 'AC008747.1_tpm_unstranded', 'AL136084.1_tpm_unstranded', 'AC011524.1_tpm_unstranded', 'TCF4-AS1_tpm_unstranded', 'AC011498.2_tpm_unstranded', 'AC020911.1_tpm_unstranded', 'AC015911.2_tpm_unstranded', 'AC105094.1_tpm_unstranded', 'AC016493.1_tpm_unstranded', 'AC027097.1_tpm_unstranded', 'AC100793.2_tpm_unstranded', 'AC005757.1_tpm_unstranded', 'AC040977.2_tpm_unstranded', 'AC092143.3_tpm_unstranded', 'AC002398.1_tpm_unstranded', 'AP005229.1_tpm_unstranded', 'AC005050.1_tpm_unstranded', 'AC092296.2_tpm_unstranded', 'AC008738.1_tpm_unstranded', 'AC007001.1_tpm_unstranded', 'LINC01905_tpm_unstranded', 'AC006213.2_tpm_unstranded', 'AC090213.1_tpm_unstranded', 'AC018761.2_tpm_unstranded', 'AC006130.1_tpm_unstranded', 'UXT-AS1_tpm_unstranded', 'LINC02080_tpm_unstranded', 'AP005264.1_tpm_unstranded', 'AC026458.2_tpm_unstranded', 'NAGPA-AS1_tpm_unstranded', 'AC005256.1_tpm_unstranded', 'AC015911.3_tpm_unstranded', 'AC015818.8_tpm_unstranded', 'AC020663.2_tpm_unstranded', 'AC015802.1_tpm_unstranded', 'AP001269.2_tpm_unstranded', 'ASB16-AS1_tpm_unstranded', 'AC011507.1_tpm_unstranded', 'AC011472.1_tpm_unstranded', 'AC008543.4_tpm_unstranded', 'AC005789.1_tpm_unstranded', 'AC027307.1_tpm_unstranded', 'AC025048.1_tpm_unstranded', 'AC008735.1_tpm_unstranded', 'SLC14A2-AS1_tpm_unstranded', 'AC113137.1_tpm_unstranded', 'ILF3-DT_tpm_unstranded', 'AC090376.1_tpm_unstranded', 'TBC1D3P1-DHX40P1_tpm_unstranded', 'AC011511.3_tpm_unstranded', 'ZNF561-AS1_tpm_unstranded', 'PCAT19_tpm_unstranded', 'AP001029.1_tpm_unstranded', 'AC011990.1_tpm_unstranded', 'AC098848.1_tpm_unstranded', 'AC011481.1_tpm_unstranded', 'AC022148.2_tpm_unstranded', 'AC010525.1_tpm_unstranded', 'AC008105.3_tpm_unstranded', 'AC004490.1_tpm_unstranded', 'SCAT1_tpm_unstranded', 'AC016588.1_tpm_unstranded', 'AC012615.3_tpm_unstranded', 'RNF157-AS1_tpm_unstranded', 'AC008738.2_tpm_unstranded', 'AC005746.2_tpm_unstranded', 'AC011518.1_tpm_unstranded', 'LINC01924_tpm_unstranded', 'AP005131.1_tpm_unstranded', 'AC005901.1_tpm_unstranded', 'AC005954.1_tpm_unstranded', 'AC005262.2_tpm_unstranded', 'AC012615.4_tpm_unstranded', 'AP001120.2_tpm_unstranded', 'AC067968.2_tpm_unstranded', 'AC012301.1_tpm_unstranded', 'LINC01842_tpm_unstranded', 'AC011476.2_tpm_unstranded', 'AC006557.1_tpm_unstranded', 'MIR2117HG_tpm_unstranded', 'AC093227.1_tpm_unstranded', 'AC005379.1_tpm_unstranded', 'AC091152.2_tpm_unstranded', 'CHMP1B-AS1_tpm_unstranded', 'AC022098.1_tpm_unstranded', 'AC022031.1_tpm_unstranded', 'AC011472.2_tpm_unstranded', 'AC105094.2_tpm_unstranded', 'AP002505.1_tpm_unstranded', 'AC245748.2_tpm_unstranded', 'AC006213.3_tpm_unstranded', 'AC006116.4_tpm_unstranded', 'AC091151.1_tpm_unstranded', 'AC091044.1_tpm_unstranded', 'AC011461.1_tpm_unstranded', 'AC091132.4_tpm_unstranded', 'AP001029.2_tpm_unstranded', 'LINC01775_tpm_unstranded', 'AC090386.1_tpm_unstranded', 'LINC01782_tpm_unstranded', 'AC005954.2_tpm_unstranded', 'AC005884.1_tpm_unstranded', 'LINC01897_tpm_unstranded', 'AC003043.1_tpm_unstranded', 'AC018761.3_tpm_unstranded', 'AC007773.1_tpm_unstranded', 'AC092068.1_tpm_unstranded', 'AC040963.1_tpm_unstranded', 'ZNF8-ERVK3-1_tpm_unstranded', 'AC010504.1_tpm_unstranded', 'AC107993.1_tpm_unstranded', 'AC005597.1_tpm_unstranded', 'AC005498.1_tpm_unstranded', 'WDR7-OT1_tpm_unstranded', 'AC104971.1_tpm_unstranded', 'AC005786.2_tpm_unstranded', 'AC012615.5_tpm_unstranded', 'AC092067.1_tpm_unstranded', 'AC093074.1_tpm_unstranded', 'AP001198.1_tpm_unstranded', 'AC011524.2_tpm_unstranded', 'AC005381.1_tpm_unstranded', 'AC012615.6_tpm_unstranded', 'AC091132.5_tpm_unstranded', 'AP005264.2_tpm_unstranded', 'AC025048.2_tpm_unstranded', 'AP005482.2_tpm_unstranded', 'AC011591.1_tpm_unstranded', 'AC139100.1_tpm_unstranded', 'LINC01255_tpm_unstranded', 'ZNF790-AS1_tpm_unstranded', 'AC011498.3_tpm_unstranded', 'AC105105.1_tpm_unstranded', 'ERVE-1_tpm_unstranded', 'AC020928.1_tpm_unstranded', 'AC011444.2_tpm_unstranded', 'AC111170.2_tpm_unstranded', 'AC011476.3_tpm_unstranded', 'AC010776.1_tpm_unstranded', 'PARD6G-AS1_tpm_unstranded', 'LINC01140_tpm_unstranded', 'AC008567.2_tpm_unstranded', 'AC008770.3_tpm_unstranded', 'AC020911.2_tpm_unstranded', 'AC024575.1_tpm_unstranded', 'MAP3K14-AS1_tpm_unstranded', 'AC090409.1_tpm_unstranded', 'TBX2-AS1_tpm_unstranded', 'AC011481.2_tpm_unstranded', 'AC005306.1_tpm_unstranded', 'AC022031.2_tpm_unstranded', 'AC004672.2_tpm_unstranded', 'AP001198.2_tpm_unstranded', 'AC068473.3_tpm_unstranded', 'AC138150.2_tpm_unstranded', 'AC008752.2_tpm_unstranded', 'AC008649.1_tpm_unstranded', 'CEBPA-DT_tpm_unstranded', 'AC006116.5_tpm_unstranded', 'AC011444.3_tpm_unstranded', 'RNFT1-DT_tpm_unstranded', 'AC004637.1_tpm_unstranded', 'LINC01764_tpm_unstranded', 'AC092295.2_tpm_unstranded', 'AC007673.1_tpm_unstranded', 'KC6_tpm_unstranded', 'AC090409.2_tpm_unstranded', 'AC027307.2_tpm_unstranded', 'AC005580.1_tpm_unstranded', 'SNHG30_tpm_unstranded', 'SNHG22_tpm_unstranded', 'LINC01415_tpm_unstranded', 'AC009271.1_tpm_unstranded', 'AC002398.2_tpm_unstranded', 'AC015936.1_tpm_unstranded', 'LINC01478_tpm_unstranded', 'AP000365.1_tpm_unstranded', 'LINC00906_tpm_unstranded', 'AC100843.1_tpm_unstranded', 'AC087289.2_tpm_unstranded', 'AC003070.1_tpm_unstranded', 'AC010632.1_tpm_unstranded', 'GEMIN7-AS1_tpm_unstranded', 'AC015911.5_tpm_unstranded', 'AC020928.2_tpm_unstranded', 'AC091151.2_tpm_unstranded', 'AC006557.3_tpm_unstranded', 'AC015911.6_tpm_unstranded', 'AC092296.4_tpm_unstranded', 'AC022706.1_tpm_unstranded', 'KCNJ2-AS1_tpm_unstranded', 'AP005131.2_tpm_unstranded', 'AC005330.1_tpm_unstranded', 'AC008894.1_tpm_unstranded', 'MIR924HG_tpm_unstranded', 'AC008649.2_tpm_unstranded', 'AC020897.1_tpm_unstranded', 'AC008569.1_tpm_unstranded', 'AC011447.3_tpm_unstranded', 'AC020931.1_tpm_unstranded', 'AF038458.2_tpm_unstranded', 'AC036176.1_tpm_unstranded', 'MIR122HG_tpm_unstranded', 'AP002439.1_tpm_unstranded', 'AC004596.1_tpm_unstranded', 'DM1-AS_tpm_unstranded', 'AC090236.1_tpm_unstranded', 'AC090229.1_tpm_unstranded', 'AC006305.2_tpm_unstranded', 'AC090621.1_tpm_unstranded', 'TCF4-AS2_tpm_unstranded', 'AC005180.1_tpm_unstranded', 'AC011509.1_tpm_unstranded', 'LINC02841_tpm_unstranded', 'AC068473.4_tpm_unstranded', 'AC092068.2_tpm_unstranded', 'LINC01901_tpm_unstranded', 'SETBP1-DT_tpm_unstranded', 'AC025048.4_tpm_unstranded', 'AC138474.1_tpm_unstranded', 'AC007993.2_tpm_unstranded', 'AC005498.2_tpm_unstranded', 'AC005616.1_tpm_unstranded', 'AC020934.1_tpm_unstranded', 'LINC01928_tpm_unstranded', 'AC006116.6_tpm_unstranded', 'DNAH17-AS1_tpm_unstranded', 'AC005786.3_tpm_unstranded', 'AC012309.2_tpm_unstranded', 'AD000671.3_tpm_unstranded', 'LINC02594_tpm_unstranded', 'AC010641.1_tpm_unstranded', 'AC003070.2_tpm_unstranded', 'AC010649.1_tpm_unstranded', 'AC005884.2_tpm_unstranded', 'LINC02073_tpm_unstranded', 'ZNF582-AS1_tpm_unstranded', 'AP005137.1_tpm_unstranded', 'AC004223.2_tpm_unstranded', 'AC092069.1_tpm_unstranded', 'AC079210.1_tpm_unstranded', 'AC090377.1_tpm_unstranded', 'AC011525.2_tpm_unstranded', 'AC021683.1_tpm_unstranded', 'AC005944.1_tpm_unstranded', 'ZNF571-AS1_tpm_unstranded', 'AC008569.2_tpm_unstranded', 'AC008736.1_tpm_unstranded', 'AC104365.1_tpm_unstranded', 'AP001542.3_tpm_unstranded', 'AC011477.1_tpm_unstranded', 'AC027319.1_tpm_unstranded', 'LINC01837_tpm_unstranded', 'AC100788.1_tpm_unstranded', 'CIRBP-AS1_tpm_unstranded', 'FAM215A_tpm_unstranded', 'AC007786.1_tpm_unstranded', 'AC104365.2_tpm_unstranded', 'AP005131.3_tpm_unstranded', 'AC090236.2_tpm_unstranded', 'AC005180.2_tpm_unstranded', 'AC021683.2_tpm_unstranded', 'AC010511.1_tpm_unstranded', 'AC011451.1_tpm_unstranded', 'AC011446.1_tpm_unstranded', 'LINC01855_tpm_unstranded', 'AC020916.1_tpm_unstranded', 'AC010733.1_tpm_unstranded', 'AC016168.1_tpm_unstranded', 'LINC01864_tpm_unstranded', 'AC008735.2_tpm_unstranded', 'AP005131.4_tpm_unstranded', 'LINC01836_tpm_unstranded', 'MIR497HG_tpm_unstranded', 'LINC00868_tpm_unstranded', 'AC079466.2_tpm_unstranded', 'AC015802.3_tpm_unstranded', 'AC015802.4_tpm_unstranded', 'AC060766.4_tpm_unstranded', 'AC006116.7_tpm_unstranded', 'AC022517.1_tpm_unstranded', 'AC005264.1_tpm_unstranded', 'AC008805.2_tpm_unstranded', 'AC008474.1_tpm_unstranded', 'AL158154.3_tpm_unstranded', 'AC027514.2_tpm_unstranded', 'AC011471.2_tpm_unstranded', 'AP001109.1_tpm_unstranded', 'AC011477.2_tpm_unstranded', 'AC008736.2_tpm_unstranded', 'AC016168.2_tpm_unstranded', 'AC104532.2_tpm_unstranded', 'AC011474.3_tpm_unstranded', 'AC006504.5_tpm_unstranded', 'AC011472.3_tpm_unstranded', 'AC010327.4_tpm_unstranded', 'AC104971.2_tpm_unstranded', 'AC008738.3_tpm_unstranded', 'AC011477.3_tpm_unstranded', 'AC020916.2_tpm_unstranded', 'AC007998.3_tpm_unstranded', 'LINC00907_tpm_unstranded', 'LINC01926_tpm_unstranded', 'AC011446.2_tpm_unstranded', 'AC008794.1_tpm_unstranded', 'AC022966.1_tpm_unstranded', 'LINC01028_tpm_unstranded', 'AC003098.1_tpm_unstranded', 'AC016590.1_tpm_unstranded', 'AC006116.8_tpm_unstranded', 'AC011511.5_tpm_unstranded', 'AC007787.1_tpm_unstranded', 'AC008759.2_tpm_unstranded', 'AC245748.3_tpm_unstranded', 'AC087289.4_tpm_unstranded', 'AC007795.1_tpm_unstranded', 'AC015911.8_tpm_unstranded', 'AC002115.1_tpm_unstranded', 'AC118757.1_tpm_unstranded', 'AC104423.1_tpm_unstranded', 'AC138430.1_tpm_unstranded', 'AC067852.3_tpm_unstranded', 'AC008686.1_tpm_unstranded', 'AC008992.1_tpm_unstranded', 'AC040904.1_tpm_unstranded', 'AC023855.1_tpm_unstranded', 'AC091198.1_tpm_unstranded', 'AP005264.3_tpm_unstranded', 'AC061975.7_tpm_unstranded', 'AC008543.5_tpm_unstranded', 'AC010327.5_tpm_unstranded', 'AC008742.1_tpm_unstranded', 'AC015961.1_tpm_unstranded', 'AC002546.1_tpm_unstranded', 'AC125437.1_tpm_unstranded', 'AC099811.3_tpm_unstranded', 'LINC01482_tpm_unstranded', 'AC025809.1_tpm_unstranded', 'AC021683.3_tpm_unstranded', 'AC004156.1_tpm_unstranded', 'AC022098.2_tpm_unstranded', 'AC010632.2_tpm_unstranded', 'AC090227.3_tpm_unstranded', 'AC105105.2_tpm_unstranded', 'AC016229.2_tpm_unstranded', 'AC016590.2_tpm_unstranded', 'AC008991.1_tpm_unstranded', 'AC090771.2_tpm_unstranded', 'KF456478.1_tpm_unstranded', 'LDLRAD4-AS1_tpm_unstranded', 'AP005131.5_tpm_unstranded', 'AC105227.1_tpm_unstranded', 'ERVK-28_tpm_unstranded', 'AC002116.2_tpm_unstranded', 'AC020917.2_tpm_unstranded', 'AC104365.3_tpm_unstranded', 'AC015961.2_tpm_unstranded', 'AC024592.2_tpm_unstranded', 'AC060766.6_tpm_unstranded', 'LINC01539_tpm_unstranded', 'AC008738.4_tpm_unstranded', 'LINC02078_tpm_unstranded', 'AP002414.5_tpm_unstranded', 'AC011509.2_tpm_unstranded', 'AC012254.3_tpm_unstranded', 'LINC02565_tpm_unstranded', 'AC008738.5_tpm_unstranded', 'AC010761.6_tpm_unstranded', 'AC005332.2_tpm_unstranded', 'AC006305.3_tpm_unstranded', 'AL121989.1_tpm_unstranded', 'AC020934.2_tpm_unstranded', 'AC087645.2_tpm_unstranded', 'AC107896.1_tpm_unstranded', 'AC060766.7_tpm_unstranded', 'AC104985.1_tpm_unstranded', 'AC092068.3_tpm_unstranded', 'RUNDC3A-AS1_tpm_unstranded', 'AC009005.1_tpm_unstranded', 'AC005329.2_tpm_unstranded', 'EML2-AS1_tpm_unstranded', 'AC099811.4_tpm_unstranded', 'AC011478.1_tpm_unstranded', 'MIR4527HG_tpm_unstranded', 'AC048380.1_tpm_unstranded', 'AC093567.1_tpm_unstranded', 'AC100793.3_tpm_unstranded', 'AC022726.1_tpm_unstranded', 'LINC01801_tpm_unstranded', 'AC011498.6_tpm_unstranded', 'LINC01999_tpm_unstranded', 'AC010776.2_tpm_unstranded', 'LINC01791_tpm_unstranded', 'AC004221.1_tpm_unstranded', 'LINC01533_tpm_unstranded', 'AC021594.2_tpm_unstranded', 'AC022916.4_tpm_unstranded', 'AC022098.3_tpm_unstranded', 'AC010680.1_tpm_unstranded', 'AF038458.3_tpm_unstranded', 'AC027097.2_tpm_unstranded', 'AC015936.2_tpm_unstranded', 'AC100775.1_tpm_unstranded', 'LINC01987_tpm_unstranded', 'AC018761.4_tpm_unstranded', 'AC087289.5_tpm_unstranded', 'AC018755.1_tpm_unstranded', 'AP001160.2_tpm_unstranded', 'AC008655.1_tpm_unstranded', 'AC011468.2_tpm_unstranded', 'AL592211.1_tpm_unstranded', 'AC245884.8_tpm_unstranded', 'AC119396.2_tpm_unstranded', 'AL133499.1_tpm_unstranded', 'MZF1-AS1_tpm_unstranded', 'AL356740.1_tpm_unstranded', 'ZNF460-AS1_tpm_unstranded', 'AC073539.1_tpm_unstranded', 'AC011483.1_tpm_unstranded', 'AL031666.2_tpm_unstranded', 'AC074135.1_tpm_unstranded', 'AC010624.2_tpm_unstranded', 'AC022144.1_tpm_unstranded', 'AC026803.2_tpm_unstranded', 'AC024075.1_tpm_unstranded', 'AC008750.2_tpm_unstranded', 'AC009955.2_tpm_unstranded', 'AC007785.1_tpm_unstranded', 'AC139769.2_tpm_unstranded', 'AC010320.1_tpm_unstranded', 'AC010300.1_tpm_unstranded', 'AC008946.1_tpm_unstranded', 'AC022762.2_tpm_unstranded', 'AC010328.1_tpm_unstranded', 'AC011523.1_tpm_unstranded', 'AC007292.1_tpm_unstranded', 'AC008750.3_tpm_unstranded', 'AC130469.1_tpm_unstranded', 'AC010605.1_tpm_unstranded', 'CARD8-AS1_tpm_unstranded', 'PTOV1-AS1_tpm_unstranded', 'AC010320.2_tpm_unstranded', 'AC243960.1_tpm_unstranded', 'AC005253.1_tpm_unstranded', 'LINC01785_tpm_unstranded', 'AC018766.1_tpm_unstranded', 'AC012313.2_tpm_unstranded', 'AC008395.1_tpm_unstranded', 'AC067969.1_tpm_unstranded', 'AC020913.1_tpm_unstranded', 'NAPA-AS1_tpm_unstranded', 'FMR1-AS1_tpm_unstranded', 'AC004466.1_tpm_unstranded', 'AC135012.2_tpm_unstranded', 'AC123912.1_tpm_unstranded', 'AC008764.2_tpm_unstranded', 'AC022154.1_tpm_unstranded', 'ZNF649-AS1_tpm_unstranded', 'AC008687.2_tpm_unstranded', 'AC008761.1_tpm_unstranded', 'AC010615.2_tpm_unstranded', 'AC010336.3_tpm_unstranded', 'AC026304.1_tpm_unstranded', 'AC010336.4_tpm_unstranded', 'AC010524.1_tpm_unstranded', 'AC073342.1_tpm_unstranded', 'AC073188.6_tpm_unstranded', 'AC092364.1_tpm_unstranded', 'ZNF114-AS1_tpm_unstranded', 'AC005785.1_tpm_unstranded', 'AC010503.1_tpm_unstranded', 'AC010335.1_tpm_unstranded', 'AC020915.1_tpm_unstranded', 'AC010503.2_tpm_unstranded', 'AC008763.1_tpm_unstranded', 'AC005261.1_tpm_unstranded', 'AC137932.3_tpm_unstranded', 'AC012313.3_tpm_unstranded', 'AC008743.1_tpm_unstranded', 'AC123912.2_tpm_unstranded', 'AIRN_tpm_unstranded', 'AC003005.2_tpm_unstranded', 'AC008687.3_tpm_unstranded', 'AL589765.5_tpm_unstranded', 'AC020908.1_tpm_unstranded', 'AC006547.3_tpm_unstranded', 'AC022145.1_tpm_unstranded', 'LINC02560_tpm_unstranded', 'AC008764.3_tpm_unstranded', 'AC006272.1_tpm_unstranded', 'LINC01872_tpm_unstranded', 'LRRC2-AS1_tpm_unstranded', 'AC008739.1_tpm_unstranded', 'AL132655.1_tpm_unstranded', 'AC243960.3_tpm_unstranded', 'AC092279.1_tpm_unstranded', 'SMC5-AS1_tpm_unstranded', 'AC010271.1_tpm_unstranded', 'AC010325.2_tpm_unstranded', 'FENDRR_tpm_unstranded', 'AC011473.1_tpm_unstranded', 'AC003682.1_tpm_unstranded', 'AC007785.3_tpm_unstranded', 'AC132192.2_tpm_unstranded', 'AC010329.1_tpm_unstranded', 'AC011468.3_tpm_unstranded', 'AC006262.1_tpm_unstranded', 'MIR4453HG_tpm_unstranded', 'AP002884.3_tpm_unstranded', 'AC011462.2_tpm_unstranded', 'AC245884.9_tpm_unstranded', 'AC011479.2_tpm_unstranded', 'AC135012.3_tpm_unstranded', 'AC026202.3_tpm_unstranded', 'AC020915.2_tpm_unstranded', 'AC020909.2_tpm_unstranded', 'AC008750.4_tpm_unstranded', 'AC008403.2_tpm_unstranded', 'AC060814.2_tpm_unstranded', 'LINC02135_tpm_unstranded', 'AC005523.1_tpm_unstranded', 'AC123912.4_tpm_unstranded', 'AC010636.1_tpm_unstranded', 'AC003956.1_tpm_unstranded', 'AC005339.1_tpm_unstranded', 'AC100781.1_tpm_unstranded', 'AC011815.1_tpm_unstranded', 'AL031282.2_tpm_unstranded', 'LINC01966_tpm_unstranded', 'AC011466.1_tpm_unstranded', 'AC073389.1_tpm_unstranded', 'AC063977.3_tpm_unstranded', 'AC073539.3_tpm_unstranded', 'AC115522.1_tpm_unstranded', 'AC053503.4_tpm_unstranded', 'AC011497.1_tpm_unstranded', 'AL353803.5_tpm_unstranded', 'AC092316.1_tpm_unstranded', 'IGFL2-AS1_tpm_unstranded', 'AL121761.1_tpm_unstranded', 'AP003680.1_tpm_unstranded', 'AC011495.2_tpm_unstranded', 'AL132655.2_tpm_unstranded', 'AC005759.1_tpm_unstranded', 'MIMT1_tpm_unstranded', 'LINC00664_tpm_unstranded', 'AL589863.1_tpm_unstranded', 'AC016586.1_tpm_unstranded', 'AC004597.1_tpm_unstranded', 'AC011495.3_tpm_unstranded', 'AC005261.2_tpm_unstranded', 'AC020910.2_tpm_unstranded', 'AC010643.1_tpm_unstranded', 'AL158151.4_tpm_unstranded', 'AC005261.3_tpm_unstranded', 'AC020922.2_tpm_unstranded', 'AC245128.3_tpm_unstranded', 'AC011473.2_tpm_unstranded', 'AC008737.1_tpm_unstranded', 'AC008758.4_tpm_unstranded', 'AL365205.3_tpm_unstranded', 'AC010519.1_tpm_unstranded', 'SCGB1B2P_tpm_unstranded', 'LINC01081_tpm_unstranded', 'AC104534.1_tpm_unstranded', 'AC011465.1_tpm_unstranded', 'AC020914.1_tpm_unstranded', 'AC027307.3_tpm_unstranded', 'LINC02132_tpm_unstranded', 'AC007193.1_tpm_unstranded', 'AC004264.1_tpm_unstranded', 'AL049747.1_tpm_unstranded', 'AC011467.3_tpm_unstranded', 'AC243967.2_tpm_unstranded', 'Z69706.1_tpm_unstranded', 'AC092070.1_tpm_unstranded', 'AC025278.1_tpm_unstranded', 'AC020909.3_tpm_unstranded', 'AL118506.1_tpm_unstranded', 'AC022601.1_tpm_unstranded', 'AC022150.1_tpm_unstranded', 'AC008750.6_tpm_unstranded', 'PLCE1-AS1_tpm_unstranded', 'A1BG-AS1_tpm_unstranded', 'AC009955.3_tpm_unstranded', 'AC011473.3_tpm_unstranded', 'AC012313.5_tpm_unstranded', 'AL354861.3_tpm_unstranded', 'AC136469.1_tpm_unstranded', 'AC005387.1_tpm_unstranded', 'LINC01711_tpm_unstranded', 'AC010422.2_tpm_unstranded', 'AC002128.1_tpm_unstranded', 'AC068020.1_tpm_unstranded', 'AC022150.2_tpm_unstranded', 'AC024563.1_tpm_unstranded', 'AC005253.2_tpm_unstranded', 'AC020908.2_tpm_unstranded', 'AC011462.3_tpm_unstranded', 'MAN1B1-DT_tpm_unstranded', 'HOMER3-AS1_tpm_unstranded', 'LINC01838_tpm_unstranded', 'AP001462.1_tpm_unstranded', 'AC008554.1_tpm_unstranded', 'AC024075.2_tpm_unstranded', 'AC011455.1_tpm_unstranded', 'AC010319.3_tpm_unstranded', 'AC012313.6_tpm_unstranded', 'AC020908.3_tpm_unstranded', 'AC009955.4_tpm_unstranded', 'AC063977.5_tpm_unstranded', 'AC010328.3_tpm_unstranded', 'AC008764.5_tpm_unstranded', 'AC008555.2_tpm_unstranded', 'AC010624.3_tpm_unstranded', 'AC010320.3_tpm_unstranded', 'AC012313.7_tpm_unstranded', 'AC092329.1_tpm_unstranded', 'AC010636.2_tpm_unstranded', 'AC007193.2_tpm_unstranded', 'AL137002.1_tpm_unstranded', 'AC010336.5_tpm_unstranded', 'AC007192.2_tpm_unstranded', 'AC092301.1_tpm_unstranded', 'AC007193.3_tpm_unstranded', 'AL009178.2_tpm_unstranded', 'AC010618.2_tpm_unstranded', 'AC011443.1_tpm_unstranded', 'AP001160.3_tpm_unstranded', 'L34079.2_tpm_unstranded', 'LINC01082_tpm_unstranded', 'AL445223.1_tpm_unstranded', 'AC005387.2_tpm_unstranded', 'AC006942.1_tpm_unstranded', 'AC019171.1_tpm_unstranded', 'LINC00528_tpm_unstranded', 'ZNF350-AS1_tpm_unstranded', 'AC008894.2_tpm_unstranded', 'AC011445.1_tpm_unstranded', 'AC024603.1_tpm_unstranded', 'AC245036.5_tpm_unstranded', 'AC020922.3_tpm_unstranded', 'AC092070.3_tpm_unstranded', 'AC011503.1_tpm_unstranded', 'AC093503.1_tpm_unstranded', 'ZSCAN16-AS1_tpm_unstranded', 'AC005614.1_tpm_unstranded', 'AC008734.1_tpm_unstranded', 'AC020907.3_tpm_unstranded', 'AC007292.2_tpm_unstranded', 'AC011466.2_tpm_unstranded', 'AC022150.3_tpm_unstranded', 'AC010463.2_tpm_unstranded', 'PTOV1-AS2_tpm_unstranded', 'AC092071.1_tpm_unstranded', 'AL356740.2_tpm_unstranded', 'LINC01233_tpm_unstranded', 'AC120349.1_tpm_unstranded', 'AC008878.4_tpm_unstranded', 'AL356740.3_tpm_unstranded', 'RAB11B-AS1_tpm_unstranded', 'AL365205.4_tpm_unstranded', 'AC010139.1_tpm_unstranded', 'AC008655.2_tpm_unstranded', 'AC011503.2_tpm_unstranded', 'AC008764.6_tpm_unstranded', 'AC008734.2_tpm_unstranded', 'LINC01224_tpm_unstranded', 'PLA2G4C-AS1_tpm_unstranded', 'AC104521.1_tpm_unstranded', 'AC024075.3_tpm_unstranded', 'AC010618.3_tpm_unstranded', 'AC011491.2_tpm_unstranded', 'AC067969.2_tpm_unstranded', 'AC006967.3_tpm_unstranded', 'AC005515.1_tpm_unstranded', 'AP001160.4_tpm_unstranded', 'AC012313.8_tpm_unstranded', 'AC020913.2_tpm_unstranded', 'AC010319.4_tpm_unstranded', 'Z69720.1_tpm_unstranded', 'ERVK9-11_tpm_unstranded', 'AC008635.1_tpm_unstranded', 'AL589765.6_tpm_unstranded', 'AC011483.2_tpm_unstranded', 'AC003973.1_tpm_unstranded', 'AC110792.2_tpm_unstranded', 'AC024257.3_tpm_unstranded', 'AC245052.7_tpm_unstranded', 'AC011466.3_tpm_unstranded', 'AC010320.4_tpm_unstranded', 'AC074135.2_tpm_unstranded', 'U62631.1_tpm_unstranded', 'AC093677.2_tpm_unstranded', 'AC010422.4_tpm_unstranded', 'AC008753.2_tpm_unstranded', 'AP001350.1_tpm_unstranded', 'AC008764.7_tpm_unstranded', 'L34079.3_tpm_unstranded', 'AL161896.1_tpm_unstranded', 'AC016629.2_tpm_unstranded', 'AC005523.2_tpm_unstranded', 'RPARP-AS1_tpm_unstranded', 'AL589765.7_tpm_unstranded', 'AC004257.1_tpm_unstranded', 'AC010487.1_tpm_unstranded', 'AC011510.1_tpm_unstranded', 'AC011479.3_tpm_unstranded', 'NOP53-AS1_tpm_unstranded', 'AC092723.1_tpm_unstranded', 'AC008760.1_tpm_unstranded', 'AC008982.2_tpm_unstranded', 'AC005197.1_tpm_unstranded', 'AC005498.3_tpm_unstranded', 'AC018730.1_tpm_unstranded', 'AC006262.2_tpm_unstranded', 'AC010319.5_tpm_unstranded', 'AC006262.3_tpm_unstranded', 'AC005614.2_tpm_unstranded', 'AC008761.2_tpm_unstranded', 'AC092070.4_tpm_unstranded', 'AC011500.3_tpm_unstranded', 'ZIM2-AS1_tpm_unstranded', 'AC011516.1_tpm_unstranded', 'AC008737.3_tpm_unstranded', 'AC011491.3_tpm_unstranded', 'BICRA-AS1_tpm_unstranded', 'AC007292.3_tpm_unstranded', 'AC010336.6_tpm_unstranded', 'AC010463.3_tpm_unstranded', 'KCNQ1OT1_tpm_unstranded', 'AC022150.4_tpm_unstranded', 'AC092327.2_tpm_unstranded', 'ZNF528-AS1_tpm_unstranded', 'AC020913.3_tpm_unstranded', 'AC011453.1_tpm_unstranded', 'AC008537.2_tpm_unstranded', 'AL136172.1_tpm_unstranded', 'AC008735.3_tpm_unstranded', 'AC010326.3_tpm_unstranded', 'AC245884.10_tpm_unstranded', 'AC008753.3_tpm_unstranded', 'AC007375.3_tpm_unstranded', 'AC022382.1_tpm_unstranded', 'AL391001.1_tpm_unstranded', 'AC112491.1_tpm_unstranded', 'AC078802.1_tpm_unstranded', 'AC125494.2_tpm_unstranded', 'SNHG8_tpm_unstranded', 'AC018809.1_tpm_unstranded', 'AP000654.1_tpm_unstranded', 'AC018695.2_tpm_unstranded', 'RMRP_tpm_unstranded', 'AC010531.5_tpm_unstranded', 'AC234772.1_tpm_unstranded', 'AC025165.4_tpm_unstranded', 'AL606834.1_tpm_unstranded', 'AL049840.3_tpm_unstranded', 'FAM226B_tpm_unstranded', 'AP006621.4_tpm_unstranded', 'AF131215.6_tpm_unstranded', 'AL022067.1_tpm_unstranded', 'AC068620.1_tpm_unstranded', 'AC024451.4_tpm_unstranded', 'Z98884.2_tpm_unstranded', 'DDIT4-AS1_tpm_unstranded', 'AC004817.3_tpm_unstranded', 'MIRLET7A1HG_tpm_unstranded', 'AC091057.3_tpm_unstranded', 'AL078623.1_tpm_unstranded', 'AL031429.2_tpm_unstranded', 'AL353593.1_tpm_unstranded', 'AC092720.2_tpm_unstranded', 'AC093525.7_tpm_unstranded', 'AC068790.2_tpm_unstranded', 'PCF11-AS1_tpm_unstranded', 'AL049840.4_tpm_unstranded', 'AP001267.4_tpm_unstranded', 'AC004817.4_tpm_unstranded', 'AC135178.6_tpm_unstranded', 'AC069307.1_tpm_unstranded', 'AP000962.1_tpm_unstranded', 'AC090181.2_tpm_unstranded', 'AL117336.1_tpm_unstranded', 'AC022239.1_tpm_unstranded', 'MKNK1-AS1_tpm_unstranded', 'AL353811.1_tpm_unstranded', 'AL049840.5_tpm_unstranded', 'SPACA6P-AS_tpm_unstranded', 'AC010359.2_tpm_unstranded', 'AL136164.2_tpm_unstranded', 'AL136115.2_tpm_unstranded', 'AC006064.4_tpm_unstranded', 'AL162424.1_tpm_unstranded', 'AL020997.2_tpm_unstranded', 'AC004542.1_tpm_unstranded', 'AC010969.2_tpm_unstranded', 'AC012065.2_tpm_unstranded', 'AL359881.1_tpm_unstranded', 'AC068768.1_tpm_unstranded', 'AC018809.2_tpm_unstranded', 'AC146944.2_tpm_unstranded', 'AC078795.1_tpm_unstranded', 'AL021328.1_tpm_unstranded', 'AC040174.2_tpm_unstranded', 'AC004542.2_tpm_unstranded', 'AC036176.3_tpm_unstranded', 'KC877982.1_tpm_unstranded', 'AL513318.1_tpm_unstranded', 'AC068790.3_tpm_unstranded', 'AC005479.2_tpm_unstranded', 'AL121894.2_tpm_unstranded', 'AC022028.2_tpm_unstranded', 'AC010531.6_tpm_unstranded', 'AL137247.2_tpm_unstranded', 'AC232271.1_tpm_unstranded', 'AC026150.3_tpm_unstranded', 'AC107976.1_tpm_unstranded', 'AC110769.2_tpm_unstranded', 'AC009108.3_tpm_unstranded', 'AC026691.1_tpm_unstranded', 'Z93241.1_tpm_unstranded', 'AC136475.7_tpm_unstranded', 'AL020997.3_tpm_unstranded', 'AL359881.2_tpm_unstranded', 'AC027243.2_tpm_unstranded', 'AL133467.4_tpm_unstranded', 'AC025165.5_tpm_unstranded', 'AC068790.4_tpm_unstranded', 'AC009061.2_tpm_unstranded', 'AL035427.1_tpm_unstranded', 'BX546450.2_tpm_unstranded', 'AC127502.2_tpm_unstranded', 'AC121493.1_tpm_unstranded', 'AC090589.3_tpm_unstranded', 'AC068790.5_tpm_unstranded', 'AL606834.2_tpm_unstranded', 'AL356488.2_tpm_unstranded', 'AC125494.3_tpm_unstranded', 'MIR222HG_tpm_unstranded', 'AP001172.1_tpm_unstranded', 'AC090559.2_tpm_unstranded', 'AC087203.3_tpm_unstranded', 'AL162742.1_tpm_unstranded', 'AF131215.7_tpm_unstranded', 'AP003117.1_tpm_unstranded', 'AC010531.7_tpm_unstranded', 'AL021878.4_tpm_unstranded', 'GAS5-AS1_tpm_unstranded', 'AC010997.3_tpm_unstranded', 'AL590235.1_tpm_unstranded', 'AC015726.1_tpm_unstranded', 'AL670729.1_tpm_unstranded', 'AC068790.6_tpm_unstranded', 'AC078795.2_tpm_unstranded', 'AC012065.3_tpm_unstranded', 'AL360012.1_tpm_unstranded', 'AL670729.2_tpm_unstranded', 'AC136475.8_tpm_unstranded', 'AL049840.6_tpm_unstranded', 'AL353593.2_tpm_unstranded', 'CELF2-DT_tpm_unstranded', 'AC090241.2_tpm_unstranded', 'AC006019.3_tpm_unstranded', 'AL513327.2_tpm_unstranded', 'AP001429.1_tpm_unstranded', 'AP000769.2_tpm_unstranded', 'AC138894.2_tpm_unstranded', 'AC007728.3_tpm_unstranded', 'AC092127.2_tpm_unstranded', 'AC027020.2_tpm_unstranded', 'AC068790.7_tpm_unstranded', 'AP003465.2_tpm_unstranded', 'AC025766.1_tpm_unstranded', 'AC078795.3_tpm_unstranded', 'AF230666.2_tpm_unstranded', 'AP001172.2_tpm_unstranded', 'AC005520.3_tpm_unstranded', 'TERC_tpm_unstranded', 'AC068620.2_tpm_unstranded', 'AC130352.1_tpm_unstranded', 'AC004918.3_tpm_unstranded', 'AC018695.3_tpm_unstranded', 'LINC01480_tpm_unstranded', 'AC010530.1_tpm_unstranded', 'AL359881.3_tpm_unstranded', 'AL022097.1_tpm_unstranded', 'AC023509.3_tpm_unstranded', 'AC104109.2_tpm_unstranded', 'AC007687.1_tpm_unstranded', 'AP002840.2_tpm_unstranded', 'AC004080.4_tpm_unstranded', 'AC018695.4_tpm_unstranded', 'AC068491.2_tpm_unstranded', 'AC097359.2_tpm_unstranded', 'AC016773.1_tpm_unstranded', 'AC077690.1_tpm_unstranded', 'AC104695.2_tpm_unstranded', 'AC008738.6_tpm_unstranded', 'AC015849.1_tpm_unstranded', 'AC104819.3_tpm_unstranded', 'AC009948.1_tpm_unstranded', 'AL132655.3_tpm_unstranded', 'AC080078.1_tpm_unstranded', 'AC007953.2_tpm_unstranded', 'SMC2-AS1_tpm_unstranded', 'POC1B-AS1_tpm_unstranded', 'AL451085.1_tpm_unstranded', 'HMGN3-AS1_tpm_unstranded', 'AL162413.1_tpm_unstranded', 'AL358215.1_tpm_unstranded', 'AP001554.1_tpm_unstranded', 'AL136084.2_tpm_unstranded', 'CAHM_tpm_unstranded', 'AC099343.2_tpm_unstranded', 'AC093424.1_tpm_unstranded', 'AC106900.1_tpm_unstranded', 'AC005034.2_tpm_unstranded', 'AC026367.1_tpm_unstranded', 'AL355297.1_tpm_unstranded', 'AL391422.4_tpm_unstranded', 'AL162713.1_tpm_unstranded', 'AC093915.1_tpm_unstranded', 'LINC01235_tpm_unstranded', 'AC013731.1_tpm_unstranded', 'AC097634.1_tpm_unstranded', 'AC007681.1_tpm_unstranded', 'AC010680.2_tpm_unstranded', 'PKD1P6-NPIPP1_tpm_unstranded', 'AL158163.1_tpm_unstranded', 'HCG17_tpm_unstranded', 'AL353622.1_tpm_unstranded', 'AC009549.1_tpm_unstranded', 'AL023806.1_tpm_unstranded', 'AC104695.3_tpm_unstranded', 'TSIX_tpm_unstranded', 'AC079610.1_tpm_unstranded', 'Z99289.2_tpm_unstranded', 'YTHDF3-AS1_tpm_unstranded', 'AC095055.1_tpm_unstranded', 'AC005034.3_tpm_unstranded', 'AC106791.2_tpm_unstranded', 'AC104785.1_tpm_unstranded', 'AL356580.1_tpm_unstranded', 'AJ271736.1_tpm_unstranded', 'FBXW7-AS1_tpm_unstranded', 'AL136141.1_tpm_unstranded', 'AD001527.1_tpm_unstranded', 'AL355353.1_tpm_unstranded', 'AL158042.1_tpm_unstranded', 'AL050403.2_tpm_unstranded', 'LINC00221_tpm_unstranded', 'AC016727.1_tpm_unstranded', 'AC007938.2_tpm_unstranded', 'AL023806.2_tpm_unstranded', 'AC015849.2_tpm_unstranded', 'AC067773.1_tpm_unstranded', 'AC015849.3_tpm_unstranded', 'ZNF30-AS1_tpm_unstranded', 'AC080078.2_tpm_unstranded', 'AC015849.4_tpm_unstranded', 'AC108451.2_tpm_unstranded', 'AC010719.1_tpm_unstranded', 'AL033381.2_tpm_unstranded', 'AC025811.1_tpm_unstranded', 'AL121917.2_tpm_unstranded', 'AC007938.3_tpm_unstranded', 'AC009948.2_tpm_unstranded', 'LPP-AS2_tpm_unstranded', 'AC016355.1_tpm_unstranded', 'AC136475.9_tpm_unstranded', 'AC019257.2_tpm_unstranded', 'AC005034.4_tpm_unstranded', 'AC116667.1_tpm_unstranded', 'AC010680.3_tpm_unstranded', 'AC020907.4_tpm_unstranded', 'AL390955.2_tpm_unstranded', 'AL512631.1_tpm_unstranded', 'AC107031.1_tpm_unstranded', 'NAMA_tpm_unstranded', 'AC008555.4_tpm_unstranded', 'AC026412.3_tpm_unstranded', 'AC018647.2_tpm_unstranded', 'AC004130.2_tpm_unstranded', 'AC010680.4_tpm_unstranded', 'ARMCX5-GPRASP2_tpm_unstranded', 'AC023762.1_tpm_unstranded', 'AC016737.1_tpm_unstranded', 'AL161729.1_tpm_unstranded', 'AC090578.2_tpm_unstranded', 'LINC01109_tpm_unstranded', 'LINC00904_tpm_unstranded', 'AC104662.1_tpm_unstranded', 'AC007029.1_tpm_unstranded', 'AC006058.2_tpm_unstranded', 'AL353804.2_tpm_unstranded', 'AC099791.2_tpm_unstranded', 'AC247036.1_tpm_unstranded', 'AC016831.4_tpm_unstranded', 'Z99289.3_tpm_unstranded', 'LINC01050_tpm_unstranded', 'AL033384.2_tpm_unstranded', 'AL121655.1_tpm_unstranded', 'AL078605.1_tpm_unstranded', 'AC007423.1_tpm_unstranded', 'AL683887.1_tpm_unstranded', 'AC010201.1_tpm_unstranded', 'AL355297.2_tpm_unstranded', 'TMCC1-AS1_tpm_unstranded', 'AL161729.2_tpm_unstranded', 'AC091488.1_tpm_unstranded', 'AC010201.2_tpm_unstranded', 'LINC02104_tpm_unstranded', 'AL117336.2_tpm_unstranded', 'AC018638.6_tpm_unstranded', 'AL512631.2_tpm_unstranded', 'AC002128.2_tpm_unstranded', 'AL034374.1_tpm_unstranded', 'AL451085.2_tpm_unstranded', 'AC012464.3_tpm_unstranded', 'AL161729.3_tpm_unstranded', 'AL445228.2_tpm_unstranded', 'AP003973.2_tpm_unstranded', 'AC006237.1_tpm_unstranded', 'LINC02336_tpm_unstranded', 'AL353622.2_tpm_unstranded', 'AC010680.5_tpm_unstranded', 'AC073176.1_tpm_unstranded', 'AL109936.2_tpm_unstranded', 'AL358072.1_tpm_unstranded', 'AL445237.1_tpm_unstranded', 'AC005034.5_tpm_unstranded', 'AC106881.1_tpm_unstranded', 'AC016831.5_tpm_unstranded', 'Z83843.1_tpm_unstranded', 'LINC02427_tpm_unstranded', 'AL355297.3_tpm_unstranded', 'AC018638.7_tpm_unstranded', 'AL138787.2_tpm_unstranded', 'AC113139.1_tpm_unstranded', 'LINC02333_tpm_unstranded', 'AL359504.1_tpm_unstranded', 'AC078880.3_tpm_unstranded', 'LINC02550_tpm_unstranded', 'AC108463.3_tpm_unstranded', 'ATP2B1-AS1_tpm_unstranded', 'AL139041.1_tpm_unstranded', 'AC112220.2_tpm_unstranded', 'IRF2-DT_tpm_unstranded', 'AC097359.3_tpm_unstranded', 'AL161729.4_tpm_unstranded', 'AC010998.2_tpm_unstranded', 'AC017033.1_tpm_unstranded', 'AC010501.2_tpm_unstranded', 'AC012640.3_tpm_unstranded', 'AC022001.2_tpm_unstranded', 'AC022146.2_tpm_unstranded', 'AC011396.3_tpm_unstranded', 'AC103858.1_tpm_unstranded', 'AL357054.2_tpm_unstranded', 'AL390208.1_tpm_unstranded', 'AL137798.1_tpm_unstranded', 'Z98200.1_tpm_unstranded', 'LINC02772_tpm_unstranded', 'AC008608.2_tpm_unstranded', 'AL121992.2_tpm_unstranded', 'AF287957.1_tpm_unstranded', 'AL031848.2_tpm_unstranded', 'AP003392.4_tpm_unstranded', 'AC112187.3_tpm_unstranded', 'AL355802.3_tpm_unstranded', 'AL031118.1_tpm_unstranded', 'AC044810.3_tpm_unstranded', 'AL021368.1_tpm_unstranded', 'AC091544.5_tpm_unstranded', 'AC010424.2_tpm_unstranded', 'AC139792.1_tpm_unstranded', 'AL109930.1_tpm_unstranded', 'AL445209.1_tpm_unstranded', 'AC080013.2_tpm_unstranded', 'AL118558.3_tpm_unstranded', 'AC026740.1_tpm_unstranded', 'AL031055.1_tpm_unstranded', 'AC104794.5_tpm_unstranded', 'AC008875.1_tpm_unstranded', 'AL080317.1_tpm_unstranded', 'AC008667.4_tpm_unstranded', 'AC011337.1_tpm_unstranded', 'AC008494.3_tpm_unstranded', 'AL121906.1_tpm_unstranded', 'AL590822.2_tpm_unstranded', 'Z97200.1_tpm_unstranded', 'AC008897.3_tpm_unstranded', 'BMS1P4_tpm_unstranded', 'AL109910.2_tpm_unstranded', 'AL662844.3_tpm_unstranded', 'AC019080.3_tpm_unstranded', 'PLS3-AS1_tpm_unstranded', 'AC008937.3_tpm_unstranded', 'AC012213.4_tpm_unstranded', 'AL445222.1_tpm_unstranded', 'AC012557.1_tpm_unstranded', 'AC073389.2_tpm_unstranded', 'MAN2A1-DT_tpm_unstranded', 'LINC02343_tpm_unstranded', 'AC087501.4_tpm_unstranded', 'AL162258.1_tpm_unstranded', 'AC073195.1_tpm_unstranded', 'LINC01215_tpm_unstranded', 'AL096865.1_tpm_unstranded', 'Z84492.1_tpm_unstranded', 'AL589740.1_tpm_unstranded', 'AC104118.1_tpm_unstranded', 'AC114810.1_tpm_unstranded', 'AC026979.2_tpm_unstranded', 'AC024060.2_tpm_unstranded', 'AC005740.4_tpm_unstranded', 'AC025754.2_tpm_unstranded', 'AGAP11_tpm_unstranded', 'AP001330.4_tpm_unstranded', 'AL136162.1_tpm_unstranded', 'AC016747.2_tpm_unstranded', 'AC026790.1_tpm_unstranded', 'AC064834.1_tpm_unstranded', 'AC007744.1_tpm_unstranded', 'AL109811.2_tpm_unstranded', 'AL357518.1_tpm_unstranded', 'AL161716.1_tpm_unstranded', 'AC091826.2_tpm_unstranded', 'AL357054.3_tpm_unstranded', 'AL035530.2_tpm_unstranded', 'AL139286.1_tpm_unstranded', 'AC012467.1_tpm_unstranded', 'AL357568.1_tpm_unstranded', 'AC034236.2_tpm_unstranded', 'AC008972.1_tpm_unstranded', 'AC016877.3_tpm_unstranded', 'AL353135.1_tpm_unstranded', 'AL603756.1_tpm_unstranded', 'AC012073.1_tpm_unstranded', 'AC104187.1_tpm_unstranded', 'AC103724.4_tpm_unstranded', 'AL355612.1_tpm_unstranded', 'AC017076.1_tpm_unstranded', 'LINC01954_tpm_unstranded', 'AC007100.1_tpm_unstranded', 'AC021860.1_tpm_unstranded', 'AC100803.4_tpm_unstranded', 'AC026786.2_tpm_unstranded', 'AC090948.1_tpm_unstranded', 'AC021321.1_tpm_unstranded', 'AL583856.2_tpm_unstranded', 'U47924.1_tpm_unstranded', 'AC120053.1_tpm_unstranded', 'AC141002.1_tpm_unstranded', 'AC012467.2_tpm_unstranded', 'AL359643.2_tpm_unstranded', 'AC012640.4_tpm_unstranded', 'AL158211.2_tpm_unstranded', 'AC023302.1_tpm_unstranded', 'AL008726.1_tpm_unstranded', 'AL139424.1_tpm_unstranded', 'AC013400.1_tpm_unstranded', 'AL354872.1_tpm_unstranded', 'AC126118.1_tpm_unstranded', 'AC019080.4_tpm_unstranded', 'AC034229.3_tpm_unstranded', 'AC010904.2_tpm_unstranded', 'FO704657.1_tpm_unstranded', 'AL139274.2_tpm_unstranded', 'AL121944.1_tpm_unstranded', 'AC100814.1_tpm_unstranded', 'AC008592.4_tpm_unstranded', 'AC010240.3_tpm_unstranded', 'AC064807.4_tpm_unstranded', 'AC073218.1_tpm_unstranded', 'AL162258.2_tpm_unstranded', 'AL136984.1_tpm_unstranded', 'AP002907.1_tpm_unstranded', 'AC010245.2_tpm_unstranded', 'AC016405.2_tpm_unstranded', 'AL445647.1_tpm_unstranded', 'AC091965.4_tpm_unstranded', 'AL499627.2_tpm_unstranded', 'AC007390.1_tpm_unstranded', 'AC013472.2_tpm_unstranded', 'AC016575.1_tpm_unstranded', 'AL365181.2_tpm_unstranded', 'AC005618.1_tpm_unstranded', 'AC122710.2_tpm_unstranded', 'AC004492.1_tpm_unstranded', 'AC090186.1_tpm_unstranded', 'AC124045.1_tpm_unstranded', 'AL139423.1_tpm_unstranded', 'AC004233.2_tpm_unstranded', 'AC008972.2_tpm_unstranded', 'AL137127.1_tpm_unstranded', 'AC091979.2_tpm_unstranded', 'AC025181.2_tpm_unstranded', 'AC080013.3_tpm_unstranded', 'AL512413.1_tpm_unstranded', 'AC087623.2_tpm_unstranded', 'AC091614.1_tpm_unstranded', 'AL024498.1_tpm_unstranded', 'AL513218.1_tpm_unstranded', 'AC026741.1_tpm_unstranded', 'AL691432.2_tpm_unstranded', 'AC244517.1_tpm_unstranded', 'AC008906.2_tpm_unstranded', 'AC011374.2_tpm_unstranded', 'AL136131.3_tpm_unstranded', 'AC233992.3_tpm_unstranded', 'AC006058.3_tpm_unstranded', 'AC008966.2_tpm_unstranded', 'AP006545.2_tpm_unstranded', 'AL359715.3_tpm_unstranded', 'AC091946.2_tpm_unstranded', 'AL451064.1_tpm_unstranded', 'LINC01607_tpm_unstranded', 'AC113349.2_tpm_unstranded', 'AC022400.4_tpm_unstranded', 'AL390719.2_tpm_unstranded', 'LYRM4-AS1_tpm_unstranded', 'FGF14-AS2_tpm_unstranded', 'AC025171.4_tpm_unstranded', 'NFYC-AS1_tpm_unstranded', 'ARF4-AS1_tpm_unstranded', 'AC013403.2_tpm_unstranded', 'AC112211.1_tpm_unstranded', 'AL365330.1_tpm_unstranded', 'AC244517.2_tpm_unstranded', 'AC055822.1_tpm_unstranded', 'AC008280.2_tpm_unstranded', 'AC107373.2_tpm_unstranded', 'AL139022.2_tpm_unstranded', 'AC087623.3_tpm_unstranded', 'AL589739.1_tpm_unstranded', 'AF106564.1_tpm_unstranded', 'AL606537.1_tpm_unstranded', 'CASC15_tpm_unstranded', 'AL355385.1_tpm_unstranded', 'AC138696.2_tpm_unstranded', 'U47924.2_tpm_unstranded', 'AL050343.3_tpm_unstranded', 'AC011306.1_tpm_unstranded', 'AC012557.2_tpm_unstranded', 'AC135507.1_tpm_unstranded', 'AC005041.3_tpm_unstranded', 'AP003392.5_tpm_unstranded', 'AL024508.1_tpm_unstranded', 'AC100812.1_tpm_unstranded', 'AL356512.1_tpm_unstranded', 'AC097358.2_tpm_unstranded', 'AC004775.1_tpm_unstranded', 'AL451050.2_tpm_unstranded', 'AL023583.1_tpm_unstranded', 'AC114760.2_tpm_unstranded', 'AL645940.1_tpm_unstranded', 'AC108865.2_tpm_unstranded', 'AC005072.1_tpm_unstranded', 'AL645933.2_tpm_unstranded', 'AL136304.1_tpm_unstranded', 'AL136985.2_tpm_unstranded', 'AC008945.1_tpm_unstranded', 'AL590438.1_tpm_unstranded', 'AL645939.4_tpm_unstranded', 'AC011373.1_tpm_unstranded', 'AC004908.1_tpm_unstranded', 'AL356277.3_tpm_unstranded', 'AC080013.4_tpm_unstranded', 'AL138831.2_tpm_unstranded', 'AP003117.2_tpm_unstranded', 'AC022893.3_tpm_unstranded', 'AC113361.1_tpm_unstranded', 'AC044849.1_tpm_unstranded', 'LINC01749_tpm_unstranded', 'AC034198.2_tpm_unstranded', 'AC009686.2_tpm_unstranded', 'AC034236.3_tpm_unstranded', 'AC021242.3_tpm_unstranded', 'AL138724.1_tpm_unstranded', 'IER3-AS1_tpm_unstranded', 'LINC00551_tpm_unstranded', 'AC092687.3_tpm_unstranded', 'AL031963.3_tpm_unstranded', 'AL512329.2_tpm_unstranded', 'LINC02084_tpm_unstranded', 'AL451165.2_tpm_unstranded', 'AC083964.1_tpm_unstranded', 'AC091544.6_tpm_unstranded', 'AC096721.1_tpm_unstranded', 'AL133255.1_tpm_unstranded', 'AL021368.2_tpm_unstranded', 'AL445309.1_tpm_unstranded', 'AP003355.2_tpm_unstranded', 'AC026801.2_tpm_unstranded', 'AC012629.2_tpm_unstranded', 'AC007128.2_tpm_unstranded', 'AL353581.1_tpm_unstranded', 'AC002044.1_tpm_unstranded', 'AC011816.2_tpm_unstranded', 'AC093297.2_tpm_unstranded', 'AC067838.1_tpm_unstranded', 'AL137003.1_tpm_unstranded', 'AC116609.3_tpm_unstranded', 'AC107952.2_tpm_unstranded', 'AL031775.1_tpm_unstranded', 'AC116351.2_tpm_unstranded', 'AC092354.1_tpm_unstranded', 'AL080317.2_tpm_unstranded', 'AC116036.2_tpm_unstranded', 'AC005014.2_tpm_unstranded', 'AL160408.5_tpm_unstranded', 'AL158211.3_tpm_unstranded', 'AC074032.1_tpm_unstranded', 'AC008035.1_tpm_unstranded', 'AC092354.2_tpm_unstranded', 'AL591167.1_tpm_unstranded', 'AC009102.2_tpm_unstranded', 'Z97832.2_tpm_unstranded', 'AC026979.3_tpm_unstranded', 'AL008729.2_tpm_unstranded', 'LINC02664_tpm_unstranded', 'AC025171.5_tpm_unstranded', 'AC016405.3_tpm_unstranded', 'AC015802.5_tpm_unstranded', 'AC005392.3_tpm_unstranded', 'AL138916.2_tpm_unstranded', 'AL031775.2_tpm_unstranded', 'AL365181.3_tpm_unstranded', 'AC108102.1_tpm_unstranded', 'AC116312.1_tpm_unstranded', 'AC025175.1_tpm_unstranded', 'AC034229.4_tpm_unstranded', 'AC090607.4_tpm_unstranded', 'AL513477.2_tpm_unstranded', 'AC009902.3_tpm_unstranded', 'BX284668.6_tpm_unstranded', 'AL450270.1_tpm_unstranded', 'LINC02637_tpm_unstranded', 'AC104117.5_tpm_unstranded', 'AL031432.3_tpm_unstranded', 'AC137630.3_tpm_unstranded', 'AL645608.6_tpm_unstranded', 'AL118558.4_tpm_unstranded', 'AL158850.1_tpm_unstranded', 'AL135925.1_tpm_unstranded', 'AL139246.5_tpm_unstranded', 'MRPL20-DT_tpm_unstranded', 'AC087045.2_tpm_unstranded', 'AC113194.1_tpm_unstranded', 'AC139795.3_tpm_unstranded', 'AP005328.1_tpm_unstranded', 'U91328.1_tpm_unstranded', 'AL357054.4_tpm_unstranded', 'AL031768.1_tpm_unstranded', 'AL021807.1_tpm_unstranded', 'AL512283.1_tpm_unstranded', 'AC006273.1_tpm_unstranded', 'AL024507.2_tpm_unstranded', 'AC144521.1_tpm_unstranded', 'AL020996.3_tpm_unstranded', 'AC010857.1_tpm_unstranded', 'AC254633.1_tpm_unstranded', 'AC022001.3_tpm_unstranded', 'AL392183.1_tpm_unstranded', 'AL132656.3_tpm_unstranded', 'AL109659.2_tpm_unstranded', 'AC090948.2_tpm_unstranded', 'AL662844.4_tpm_unstranded', 'AC104958.2_tpm_unstranded', 'AC104964.3_tpm_unstranded', 'AL357078.2_tpm_unstranded', 'AL136982.6_tpm_unstranded', 'AC087752.4_tpm_unstranded', 'AL121992.3_tpm_unstranded', 'AL645608.7_tpm_unstranded', 'AL355578.1_tpm_unstranded', 'AL158211.4_tpm_unstranded', 'AC036214.2_tpm_unstranded', 'AC079610.2_tpm_unstranded', 'LINC01023_tpm_unstranded', 'AC099522.2_tpm_unstranded', 'AC090948.3_tpm_unstranded', 'AC005014.3_tpm_unstranded', 'AL662797.1_tpm_unstranded', 'AL021368.3_tpm_unstranded', 'AL137246.1_tpm_unstranded', 'AC023813.4_tpm_unstranded', 'LINC02538_tpm_unstranded', 'AC017048.3_tpm_unstranded', 'AC012087.2_tpm_unstranded', 'AC009974.1_tpm_unstranded', 'U91328.2_tpm_unstranded', 'AL512343.2_tpm_unstranded', 'AC016745.2_tpm_unstranded', 'AC012511.1_tpm_unstranded', 'AF250324.1_tpm_unstranded', 'AC109347.2_tpm_unstranded', 'AC005162.2_tpm_unstranded', 'AL138762.1_tpm_unstranded', 'AL596325.2_tpm_unstranded', 'LINC02098_tpm_unstranded', 'AC027271.1_tpm_unstranded', 'AL031587.3_tpm_unstranded', 'AL592494.2_tpm_unstranded', 'AC139887.4_tpm_unstranded', 'ZSWIM8-AS1_tpm_unstranded', 'AL451049.1_tpm_unstranded', 'AC063944.2_tpm_unstranded', 'AC016394.1_tpm_unstranded', 'AC007308.1_tpm_unstranded', 'AC073073.2_tpm_unstranded', 'AC015982.2_tpm_unstranded', 'AC016252.1_tpm_unstranded', 'MAGI1-IT1_tpm_unstranded', 'AC093673.2_tpm_unstranded', 'AFAP1-AS1_tpm_unstranded', 'AC010735.2_tpm_unstranded', 'AP000919.3_tpm_unstranded', 'AC021146.12_tpm_unstranded', 'AC016542.1_tpm_unstranded', 'AL731563.3_tpm_unstranded', 'AC067750.1_tpm_unstranded', 'AC097504.2_tpm_unstranded', 'AC006027.1_tpm_unstranded', 'AC015712.5_tpm_unstranded', 'AP003121.1_tpm_unstranded', 'AC079766.1_tpm_unstranded', 'AC110792.3_tpm_unstranded', 'AL358472.2_tpm_unstranded', 'AC024933.1_tpm_unstranded', 'AP000317.2_tpm_unstranded', 'AC090425.2_tpm_unstranded', 'AC021097.1_tpm_unstranded', 'AC073352.1_tpm_unstranded', 'AC093635.1_tpm_unstranded', 'KLHDC7B-DT_tpm_unstranded', 'AC012306.2_tpm_unstranded', 'AL590560.3_tpm_unstranded', 'AL021707.6_tpm_unstranded', 'AL391497.1_tpm_unstranded', 'AC124016.1_tpm_unstranded', 'AC112503.1_tpm_unstranded', 'AL355987.2_tpm_unstranded', 'FAM223B_tpm_unstranded', 'AC004471.2_tpm_unstranded', 'WASL-DT_tpm_unstranded', 'AP005329.3_tpm_unstranded', 'AC004832.4_tpm_unstranded', 'LINC02018_tpm_unstranded', 'AC092807.2_tpm_unstranded', 'AC010997.4_tpm_unstranded', 'Z94160.2_tpm_unstranded', 'GAS6-DT_tpm_unstranded', 'AL359091.3_tpm_unstranded', 'AC007620.3_tpm_unstranded', 'MESTIT1_tpm_unstranded', 'AC010913.1_tpm_unstranded', 'AP005137.2_tpm_unstranded', 'AC046143.2_tpm_unstranded', 'AC019069.1_tpm_unstranded', 'AL157904.1_tpm_unstranded', 'AL121658.1_tpm_unstranded', 'AC112236.2_tpm_unstranded', 'AC006483.2_tpm_unstranded', 'AL022322.1_tpm_unstranded', 'AC131235.2_tpm_unstranded', 'LINC02266_tpm_unstranded', 'AC009336.1_tpm_unstranded', 'AC004982.1_tpm_unstranded', 'AP000345.2_tpm_unstranded', 'ADIRF-AS1_tpm_unstranded', 'AC007881.3_tpm_unstranded', 'AC005323.2_tpm_unstranded', 'AC135457.1_tpm_unstranded', 'AC107214.2_tpm_unstranded', 'AC004948.1_tpm_unstranded', 'AC063962.1_tpm_unstranded', 'AL592148.3_tpm_unstranded', 'STAG3L5P-PVRIG2P-PILRB_tpm_unstranded', 'AL133245.1_tpm_unstranded', 'AC245297.2_tpm_unstranded', 'AC083798.2_tpm_unstranded', 'AC093726.1_tpm_unstranded', 'AC115284.1_tpm_unstranded', 'AC103702.2_tpm_unstranded', 'AL596094.1_tpm_unstranded', 'JMJD1C-AS1_tpm_unstranded', 'AC004854.2_tpm_unstranded', 'AC097532.2_tpm_unstranded', 'AC005696.2_tpm_unstranded', 'AC112219.2_tpm_unstranded', 'AC019131.2_tpm_unstranded', 'AC147067.2_tpm_unstranded', 'AC019193.2_tpm_unstranded', 'AC253536.6_tpm_unstranded', 'AP000864.1_tpm_unstranded', 'AC010976.2_tpm_unstranded', 'AC073389.3_tpm_unstranded', 'AC126283.1_tpm_unstranded', 'AC092954.1_tpm_unstranded', 'AL008721.1_tpm_unstranded', 'AC006238.1_tpm_unstranded', 'AC021851.1_tpm_unstranded', 'AC004080.5_tpm_unstranded', 'AC007038.1_tpm_unstranded', 'AC015712.6_tpm_unstranded', 'U91328.3_tpm_unstranded', 'AC004908.2_tpm_unstranded', 'AC093732.2_tpm_unstranded', 'AC098850.4_tpm_unstranded', 'AL359198.1_tpm_unstranded', 'U62317.1_tpm_unstranded', 'AL445423.1_tpm_unstranded', 'AC245100.6_tpm_unstranded', 'AL844908.1_tpm_unstranded', 'AC002470.1_tpm_unstranded', 'AC027644.3_tpm_unstranded', 'AC022296.4_tpm_unstranded', 'AL022238.2_tpm_unstranded', 'AL022328.1_tpm_unstranded', 'AC011899.2_tpm_unstranded', 'AC092902.2_tpm_unstranded', 'MAP3K4-AS1_tpm_unstranded', 'AL391834.1_tpm_unstranded', 'AC211476.2_tpm_unstranded', 'AC074044.1_tpm_unstranded', 'AL135910.1_tpm_unstranded', 'AC084018.1_tpm_unstranded', 'AC096772.1_tpm_unstranded', 'AC069544.1_tpm_unstranded', 'AC004839.2_tpm_unstranded', 'AC104458.1_tpm_unstranded', 'AC112250.2_tpm_unstranded', 'Z93930.3_tpm_unstranded', 'AC012360.2_tpm_unstranded', 'AC106052.1_tpm_unstranded', 'AC135803.1_tpm_unstranded', 'AL591686.2_tpm_unstranded', 'AL135786.2_tpm_unstranded', 'SAP30-DT_tpm_unstranded', 'AL159169.2_tpm_unstranded', 'AP000525.1_tpm_unstranded', 'AL034548.1_tpm_unstranded', 'AL161734.1_tpm_unstranded', 'AC113189.4_tpm_unstranded', 'AC092574.1_tpm_unstranded', 'CHASERR_tpm_unstranded', 'AL133551.1_tpm_unstranded', 'AC004982.2_tpm_unstranded', 'AC009303.3_tpm_unstranded', 'TBC1D8-AS1_tpm_unstranded', 'AL390726.2_tpm_unstranded', 'AC018648.1_tpm_unstranded', 'AL353708.3_tpm_unstranded', 'AC006033.2_tpm_unstranded', 'AL122035.2_tpm_unstranded', 'AC090425.3_tpm_unstranded', 'AC005696.3_tpm_unstranded', 'AL356608.1_tpm_unstranded', 'AC009237.14_tpm_unstranded', 'AL359532.1_tpm_unstranded', 'AC018635.2_tpm_unstranded', 'AC010186.4_tpm_unstranded', 'AC005070.3_tpm_unstranded', 'hsa-mir-1253_tpm_unstranded', 'AC107294.1_tpm_unstranded', 'AC107464.2_tpm_unstranded', 'AC099568.2_tpm_unstranded', 'AL391121.1_tpm_unstranded', 'AL390726.3_tpm_unstranded', 'AC096586.1_tpm_unstranded', 'U62317.2_tpm_unstranded', 'AC083862.1_tpm_unstranded', 'AL022324.3_tpm_unstranded', 'AC079834.1_tpm_unstranded', 'AL356299.2_tpm_unstranded', 'AP001412.1_tpm_unstranded', 'AC093799.1_tpm_unstranded', 'AC092171.4_tpm_unstranded', 'AP000553.2_tpm_unstranded', 'AP000322.1_tpm_unstranded', 'AC064836.1_tpm_unstranded', 'AC073352.2_tpm_unstranded', 'AC024243.1_tpm_unstranded', 'AC107294.2_tpm_unstranded', 'AL365181.4_tpm_unstranded', 'AP000350.5_tpm_unstranded', 'MYHAS_tpm_unstranded', 'AL008721.2_tpm_unstranded', 'AC093388.1_tpm_unstranded', 'Z94721.2_tpm_unstranded', 'AL355816.1_tpm_unstranded', 'AL117339.3_tpm_unstranded', 'AC007349.4_tpm_unstranded', 'AC009570.1_tpm_unstranded', 'AC022392.1_tpm_unstranded', 'LINC02012_tpm_unstranded', 'AC084036.1_tpm_unstranded', 'AF129408.1_tpm_unstranded', 'AC012360.3_tpm_unstranded', 'AC097505.1_tpm_unstranded', 'AL731533.2_tpm_unstranded', 'AL355388.1_tpm_unstranded', 'AL078644.1_tpm_unstranded', 'AC009229.3_tpm_unstranded', 'AC021205.3_tpm_unstranded', 'AC010864.1_tpm_unstranded', 'AL360270.3_tpm_unstranded', 'AC092681.3_tpm_unstranded', 'AL353600.1_tpm_unstranded', 'AC117490.2_tpm_unstranded', 'AC018645.3_tpm_unstranded', 'AC008124.1_tpm_unstranded', 'AP000240.1_tpm_unstranded', 'FAM106A_tpm_unstranded', 'AL358472.3_tpm_unstranded', 'AL844908.2_tpm_unstranded', 'DGCR5_tpm_unstranded', 'LINC02035_tpm_unstranded', 'AC007684.2_tpm_unstranded', 'AL022334.2_tpm_unstranded', 'AC012531.2_tpm_unstranded', 'AC005046.1_tpm_unstranded', 'AL354694.1_tpm_unstranded', 'AL359921.2_tpm_unstranded', 'AC239803.1_tpm_unstranded', 'CDC37L1-DT_tpm_unstranded', 'AL449106.1_tpm_unstranded', 'AC007250.1_tpm_unstranded', 'AC017083.1_tpm_unstranded', 'AL355987.4_tpm_unstranded', 'Z99755.2_tpm_unstranded', 'AC211433.2_tpm_unstranded', 'AC073869.1_tpm_unstranded', 'AL021707.7_tpm_unstranded', 'AC110609.1_tpm_unstranded', 'AC009309.1_tpm_unstranded', 'Z73429.1_tpm_unstranded', 'AC092171.5_tpm_unstranded', 'AC007378.1_tpm_unstranded', 'AP000255.1_tpm_unstranded', 'AC097065.2_tpm_unstranded', 'AL021707.8_tpm_unstranded', 'AC005303.1_tpm_unstranded', 'AL596442.2_tpm_unstranded', 'AP000569.1_tpm_unstranded', 'AP000322.2_tpm_unstranded', 'AC019129.2_tpm_unstranded', 'AL512598.1_tpm_unstranded', 'AL121929.2_tpm_unstranded', 'AL162591.2_tpm_unstranded', 'AL590385.2_tpm_unstranded', 'AC133528.1_tpm_unstranded', 'AP001596.2_tpm_unstranded', 'AC144652.1_tpm_unstranded', 'AC093865.1_tpm_unstranded', 'AP005229.2_tpm_unstranded', 'AC020634.2_tpm_unstranded', 'AL365434.2_tpm_unstranded', 'LINC01990_tpm_unstranded', 'PACERR_tpm_unstranded', 'AL355312.3_tpm_unstranded', 'AC116651.1_tpm_unstranded', 'AL022328.2_tpm_unstranded', 'AC005021.1_tpm_unstranded', 'AC007663.3_tpm_unstranded', 'AP001269.4_tpm_unstranded', 'LINC02604_tpm_unstranded', 'AL355512.1_tpm_unstranded', 'BX537318.1_tpm_unstranded', 'LINC00653_tpm_unstranded', 'AL138963.3_tpm_unstranded', 'AC073957.3_tpm_unstranded', 'AC067747.1_tpm_unstranded', 'AC124016.2_tpm_unstranded', 'AL359962.2_tpm_unstranded', 'AL133215.2_tpm_unstranded', 'AL121652.1_tpm_unstranded', 'LINC02091_tpm_unstranded', 'AC108673.2_tpm_unstranded', 'BX323046.1_tpm_unstranded', 'AL008635.1_tpm_unstranded', 'AC092954.2_tpm_unstranded', 'AC092535.5_tpm_unstranded', 'AC019193.3_tpm_unstranded', 'AC131235.3_tpm_unstranded', 'AC093726.2_tpm_unstranded', 'AC010655.4_tpm_unstranded', 'AL359091.4_tpm_unstranded', 'AL022328.3_tpm_unstranded', 'AC010619.2_tpm_unstranded', 'AL671710.1_tpm_unstranded', 'AC062037.2_tpm_unstranded', 'AL096803.3_tpm_unstranded', 'AP000692.2_tpm_unstranded', 'AC006946.2_tpm_unstranded', 'AC104506.1_tpm_unstranded', 'AC069148.1_tpm_unstranded', 'AP001437.1_tpm_unstranded', 'AC137630.4_tpm_unstranded', 'AC000068.2_tpm_unstranded', 'AL031587.4_tpm_unstranded', 'AC002059.1_tpm_unstranded', 'AC005776.2_tpm_unstranded', 'AC091736.1_tpm_unstranded', 'AL355816.2_tpm_unstranded', 'AL391834.2_tpm_unstranded', 'AC102953.2_tpm_unstranded', 'AC090912.3_tpm_unstranded', 'AC097724.1_tpm_unstranded', 'AC013468.1_tpm_unstranded', 'Z82243.1_tpm_unstranded', 'AC005301.1_tpm_unstranded', 'AC092653.1_tpm_unstranded', 'AC097376.3_tpm_unstranded', 'AC010997.5_tpm_unstranded', 'BX649632.1_tpm_unstranded', 'AL022328.4_tpm_unstranded', 'AF129075.2_tpm_unstranded', 'AC069200.1_tpm_unstranded', 'AC016737.2_tpm_unstranded', 'AC092953.2_tpm_unstranded', 'AL121928.1_tpm_unstranded', 'AL360219.1_tpm_unstranded', 'CNNM3-DT_tpm_unstranded', 'AC097381.3_tpm_unstranded', 'AC090114.2_tpm_unstranded', 'AP000254.2_tpm_unstranded', 'U62317.3_tpm_unstranded', 'AC017083.2_tpm_unstranded', 'AP001033.2_tpm_unstranded', 'AL008718.2_tpm_unstranded', 'AL121672.3_tpm_unstranded', 'AC093458.1_tpm_unstranded', 'AP000350.6_tpm_unstranded', 'AC009275.1_tpm_unstranded', 'AC006153.1_tpm_unstranded', 'AC000068.3_tpm_unstranded', 'AC016717.2_tpm_unstranded', 'AC016747.3_tpm_unstranded', 'AC009237.15_tpm_unstranded', 'AC018690.1_tpm_unstranded', 'AC024560.3_tpm_unstranded', 'DGCR11_tpm_unstranded', 'AL121749.1_tpm_unstranded', 'RBAKDN_tpm_unstranded', 'AC005229.4_tpm_unstranded', 'AC058791.1_tpm_unstranded', 'AC007032.1_tpm_unstranded', 'AC023983.2_tpm_unstranded', 'AL008723.2_tpm_unstranded', 'AC099329.2_tpm_unstranded', 'AC078846.1_tpm_unstranded', 'AL662884.1_tpm_unstranded', 'AP005432.2_tpm_unstranded', 'AC103591.3_tpm_unstranded', 'AC004921.1_tpm_unstranded', 'AP000553.3_tpm_unstranded', 'AC007663.4_tpm_unstranded', 'PAXIP1-AS1_tpm_unstranded', 'AC104109.4_tpm_unstranded', 'AC027449.1_tpm_unstranded', 'AC004832.5_tpm_unstranded', 'AL008718.3_tpm_unstranded', 'AP000894.4_tpm_unstranded', 'LINC02019_tpm_unstranded', 'AC022017.1_tpm_unstranded', 'AC021016.2_tpm_unstranded', 'AP000547.2_tpm_unstranded', 'AL353801.3_tpm_unstranded', 'AL451074.5_tpm_unstranded', 'AL355472.3_tpm_unstranded', 'AC006566.1_tpm_unstranded', 'AC096586.2_tpm_unstranded', 'AC108747.1_tpm_unstranded', 'SFTPD-AS1_tpm_unstranded', 'AL355488.1_tpm_unstranded', 'AC069222.1_tpm_unstranded', 'AC055764.2_tpm_unstranded', 'AL158071.4_tpm_unstranded', 'AL356488.3_tpm_unstranded', 'AL137796.1_tpm_unstranded', 'AC005005.3_tpm_unstranded', 'AC005291.2_tpm_unstranded', 'AC083880.1_tpm_unstranded', 'AC128687.2_tpm_unstranded', 'LINC01396_tpm_unstranded', 'AL159169.3_tpm_unstranded', 'AC004908.3_tpm_unstranded', 'AC107294.3_tpm_unstranded', 'AC245008.1_tpm_unstranded', 'AC069294.1_tpm_unstranded', 'LINC02712_tpm_unstranded', 'AL136982.7_tpm_unstranded', 'LINC02725_tpm_unstranded', 'AL732292.2_tpm_unstranded', 'AC004877.1_tpm_unstranded', 'AC008738.7_tpm_unstranded', 'AL008582.1_tpm_unstranded', 'AC004832.6_tpm_unstranded', 'AC004951.4_tpm_unstranded', 'AC004080.6_tpm_unstranded', 'AC108673.3_tpm_unstranded', 'AC006946.3_tpm_unstranded', 'AL645608.8_tpm_unstranded', 'AC133644.1_tpm_unstranded', 'AC004067.1_tpm_unstranded', 'AC006480.2_tpm_unstranded', 'AC093788.1_tpm_unstranded', 'AL139124.1_tpm_unstranded', 'AL031666.3_tpm_unstranded', 'AC112503.2_tpm_unstranded', 'AC072039.2_tpm_unstranded', 'AC064836.2_tpm_unstranded', 'AC105265.2_tpm_unstranded', 'AP000238.1_tpm_unstranded', 'AC112229.4_tpm_unstranded', 'AC096733.2_tpm_unstranded', 'BX649601.1_tpm_unstranded', 'AL157392.4_tpm_unstranded', 'AL133215.3_tpm_unstranded', 'AL391069.2_tpm_unstranded', 'AL354760.1_tpm_unstranded', 'AL139339.2_tpm_unstranded', 'AC096992.2_tpm_unstranded', 'AC104836.1_tpm_unstranded', 'AC008264.2_tpm_unstranded', 'AP000229.1_tpm_unstranded', 'AC098479.1_tpm_unstranded', 'AL354809.1_tpm_unstranded', 'AL162274.1_tpm_unstranded', 'AL139082.1_tpm_unstranded', 'AL354810.1_tpm_unstranded', 'AC120498.8_tpm_unstranded', 'AL136439.1_tpm_unstranded', 'AC016597.2_tpm_unstranded', 'AC008781.2_tpm_unstranded', 'AL512310.10_tpm_unstranded', 'AL691403.2_tpm_unstranded', 'AC131009.3_tpm_unstranded', 'AC009283.1_tpm_unstranded', 'AC009093.5_tpm_unstranded', 'AC096708.3_tpm_unstranded', 'AL731571.1_tpm_unstranded', 'AL135999.2_tpm_unstranded', 'AL121832.2_tpm_unstranded', 'AL139260.2_tpm_unstranded', 'AL512310.11_tpm_unstranded', 'AC100793.4_tpm_unstranded', 'AC108125.1_tpm_unstranded', 'AC010776.3_tpm_unstranded', 'AC015819.1_tpm_unstranded', 'AC021752.1_tpm_unstranded', 'AC009318.2_tpm_unstranded', 'AC004223.4_tpm_unstranded', 'AC087284.1_tpm_unstranded', 'AC091271.1_tpm_unstranded', 'AC005520.5_tpm_unstranded', 'SUGT1-DT_tpm_unstranded', 'AC007686.3_tpm_unstranded', 'AC011472.4_tpm_unstranded', 'AC022558.3_tpm_unstranded', 'AL117379.1_tpm_unstranded', 'AC245041.1_tpm_unstranded', 'AC024257.4_tpm_unstranded', 'LCA10_tpm_unstranded', 'AC024337.2_tpm_unstranded', 'AL136040.1_tpm_unstranded', 'AL137058.2_tpm_unstranded', 'AC020658.4_tpm_unstranded', 'AC022898.2_tpm_unstranded', 'BX322562.1_tpm_unstranded', 'AL133445.2_tpm_unstranded', 'AC083805.3_tpm_unstranded', 'BX640514.2_tpm_unstranded', 'AC005695.3_tpm_unstranded', 'AL096828.3_tpm_unstranded', 'AC008033.3_tpm_unstranded', 'AL133227.1_tpm_unstranded', 'AC018755.4_tpm_unstranded', 'AL096677.1_tpm_unstranded', 'AF254983.1_tpm_unstranded', 'AC023158.2_tpm_unstranded', 'AC020658.5_tpm_unstranded', 'AC236972.3_tpm_unstranded', 'FRMD6-AS1_tpm_unstranded', 'AC034102.8_tpm_unstranded', 'AL731566.2_tpm_unstranded', 'AL133520.1_tpm_unstranded', 'AC012313.9_tpm_unstranded', 'AC011297.1_tpm_unstranded', 'AL450423.1_tpm_unstranded', 'AC103858.2_tpm_unstranded', 'AC104260.1_tpm_unstranded', 'AC084757.4_tpm_unstranded', 'AL031667.3_tpm_unstranded', 'AC005632.5_tpm_unstranded', 'AC009560.1_tpm_unstranded', 'AC243654.1_tpm_unstranded', 'AC009163.6_tpm_unstranded', 'AC068722.2_tpm_unstranded', 'AC025162.2_tpm_unstranded', 'AL592071.1_tpm_unstranded', 'AC005746.3_tpm_unstranded', 'AC121761.2_tpm_unstranded', 'AC022079.1_tpm_unstranded', 'AL049794.1_tpm_unstranded', 'AL512506.1_tpm_unstranded', 'AL135999.3_tpm_unstranded', 'AL136038.4_tpm_unstranded', 'LINC01138_tpm_unstranded', 'AC024909.1_tpm_unstranded', 'AL360169.2_tpm_unstranded', 'FAM27E3_tpm_unstranded', 'AC069209.1_tpm_unstranded', 'AC092140.2_tpm_unstranded', 'AC007014.2_tpm_unstranded', 'FAM230J_tpm_unstranded', 'AC005089.1_tpm_unstranded', 'AL354821.1_tpm_unstranded', 'AC106739.1_tpm_unstranded', 'AC009032.1_tpm_unstranded', 'AC020910.5_tpm_unstranded', 'AC084824.3_tpm_unstranded', 'AC074029.3_tpm_unstranded', 'AC027807.2_tpm_unstranded', 'AC090164.2_tpm_unstranded', 'AC008121.2_tpm_unstranded', 'AL133243.1_tpm_unstranded', 'AL035661.1_tpm_unstranded', 'AC004528.2_tpm_unstranded', 'AC011815.2_tpm_unstranded', 'AC026333.4_tpm_unstranded', 'AC025521.1_tpm_unstranded', 'AL138689.1_tpm_unstranded', 'AC015912.3_tpm_unstranded', 'AC106028.4_tpm_unstranded', 'AC009163.7_tpm_unstranded', 'AP001065.3_tpm_unstranded', 'AC073575.2_tpm_unstranded', 'AC097478.1_tpm_unstranded', 'AC243585.1_tpm_unstranded', 'AJ011932.1_tpm_unstranded', 'AP003419.2_tpm_unstranded', 'AC138649.1_tpm_unstranded', 'SYNGAP1-AS1_tpm_unstranded', 'AL137078.2_tpm_unstranded', 'AC245297.3_tpm_unstranded', 'AL031665.1_tpm_unstranded', 'AL137060.3_tpm_unstranded', 'AC069281.2_tpm_unstranded', 'AC009831.3_tpm_unstranded', 'AC022929.2_tpm_unstranded', 'AC084018.2_tpm_unstranded', 'AC015660.3_tpm_unstranded', 'AC009269.5_tpm_unstranded', 'AC015722.2_tpm_unstranded', 'AC009318.3_tpm_unstranded', 'LINC02334_tpm_unstranded', 'AL355974.1_tpm_unstranded', 'CU633967.1_tpm_unstranded', 'AC032011.1_tpm_unstranded', 'AC005899.6_tpm_unstranded', 'AC105105.3_tpm_unstranded', 'AC087742.1_tpm_unstranded', 'AL110115.1_tpm_unstranded', 'AC004233.3_tpm_unstranded', 'AC130371.2_tpm_unstranded', 'LINC02804_tpm_unstranded', 'AC148476.1_tpm_unstranded', 'AL121612.1_tpm_unstranded', 'AC103691.1_tpm_unstranded', 'AC097634.2_tpm_unstranded', 'AC015967.1_tpm_unstranded', 'AC090510.2_tpm_unstranded', 'AL121772.1_tpm_unstranded', 'AC241644.3_tpm_unstranded', 'AL162390.1_tpm_unstranded', 'AC245060.5_tpm_unstranded', 'AC114271.1_tpm_unstranded', 'AC145423.1_tpm_unstranded', 'AC008957.2_tpm_unstranded', 'AC078909.2_tpm_unstranded', 'AC005790.1_tpm_unstranded', 'AC092119.2_tpm_unstranded', 'AC023282.1_tpm_unstranded', 'LINC01746_tpm_unstranded', 'AC009154.2_tpm_unstranded', 'AL121768.1_tpm_unstranded', 'AL121845.4_tpm_unstranded', 'AL121772.2_tpm_unstranded', 'AC007336.2_tpm_unstranded', 'AC105020.5_tpm_unstranded', 'AC090970.2_tpm_unstranded', 'MIR223HG_tpm_unstranded', 'AC083806.2_tpm_unstranded', 'AC010205.1_tpm_unstranded', 'AC005332.3_tpm_unstranded', 'AC080038.1_tpm_unstranded', 'AC006249.1_tpm_unstranded', 'AC025031.3_tpm_unstranded', 'AC087893.2_tpm_unstranded', 'PCCA-DT_tpm_unstranded', 'AC007671.1_tpm_unstranded', 'AC073052.1_tpm_unstranded', 'AC125257.2_tpm_unstranded', 'AL157817.1_tpm_unstranded', 'AC106782.5_tpm_unstranded', 'AC022467.1_tpm_unstranded', 'LINC02371_tpm_unstranded', 'AC090517.2_tpm_unstranded', 'AC137590.2_tpm_unstranded', 'AC040169.3_tpm_unstranded', 'AC106886.3_tpm_unstranded', 'AC015540.1_tpm_unstranded', 'AL360181.4_tpm_unstranded', 'AC108704.1_tpm_unstranded', 'AC099521.1_tpm_unstranded', 'AL136964.1_tpm_unstranded', 'AC012653.2_tpm_unstranded', 'AC079906.1_tpm_unstranded', 'AC004466.2_tpm_unstranded', 'AC120498.9_tpm_unstranded', 'AC006435.3_tpm_unstranded', 'AC018926.1_tpm_unstranded', 'BX072579.2_tpm_unstranded', 'AC243829.1_tpm_unstranded', 'AC016747.4_tpm_unstranded', 'AC090241.3_tpm_unstranded', 'AC008121.3_tpm_unstranded', 'AC025166.1_tpm_unstranded', 'AC004825.2_tpm_unstranded', 'AL023803.2_tpm_unstranded', 'LINC01297_tpm_unstranded', 'AC068473.5_tpm_unstranded', 'AC110285.5_tpm_unstranded', 'AC010333.3_tpm_unstranded', 'AC132807.2_tpm_unstranded', 'AC023043.4_tpm_unstranded', 'AC131238.1_tpm_unstranded', 'AL135936.1_tpm_unstranded', 'AC068790.8_tpm_unstranded', 'AL136317.2_tpm_unstranded', 'AC011700.1_tpm_unstranded', 'AC001226.1_tpm_unstranded', 'AC004241.2_tpm_unstranded', 'AC093512.1_tpm_unstranded', 'AC116447.1_tpm_unstranded', 'AL139384.1_tpm_unstranded', 'ZKSCAN2-DT_tpm_unstranded', 'AL157813.1_tpm_unstranded', 'AC090826.2_tpm_unstranded', 'AC079684.1_tpm_unstranded', 'AL109804.1_tpm_unstranded', 'AC090971.5_tpm_unstranded', 'AC026356.1_tpm_unstranded', 'AC087588.1_tpm_unstranded', 'AC020656.2_tpm_unstranded', 'AC092794.1_tpm_unstranded', 'AC254629.1_tpm_unstranded', 'AC013564.1_tpm_unstranded', 'AC006449.1_tpm_unstranded', 'AL354950.1_tpm_unstranded', 'AC015574.1_tpm_unstranded', 'AC005383.1_tpm_unstranded', 'AC002401.3_tpm_unstranded', 'AC091980.2_tpm_unstranded', 'AC009159.1_tpm_unstranded', 'AC011468.5_tpm_unstranded', 'AC020663.3_tpm_unstranded', 'AC026469.1_tpm_unstranded', 'AC022098.4_tpm_unstranded', 'AL031710.2_tpm_unstranded', 'AC024940.5_tpm_unstranded', 'AC244131.2_tpm_unstranded', 'AC048382.5_tpm_unstranded', 'AL133492.1_tpm_unstranded', 'AC027348.1_tpm_unstranded', 'AC005391.1_tpm_unstranded', 'AC243571.1_tpm_unstranded', 'AC018529.1_tpm_unstranded', 'AC048341.2_tpm_unstranded', 'AC130324.3_tpm_unstranded', 'AC018445.1_tpm_unstranded', 'AC007497.1_tpm_unstranded', 'AC092794.2_tpm_unstranded', 'AL512791.2_tpm_unstranded', 'AL161421.1_tpm_unstranded', 'AC245884.11_tpm_unstranded', 'LINC02826_tpm_unstranded', 'AL161431.1_tpm_unstranded', 'AL121906.2_tpm_unstranded', 'LINC00547_tpm_unstranded', 'AC024257.5_tpm_unstranded', 'AC073578.2_tpm_unstranded', 'AC010503.4_tpm_unstranded', 'AC009120.5_tpm_unstranded', 'FAM242F_tpm_unstranded', 'AL355810.1_tpm_unstranded', 'AC135048.3_tpm_unstranded', 'AC127002.2_tpm_unstranded', 'AC012150.2_tpm_unstranded', 'AL391095.2_tpm_unstranded', 'AC025253.1_tpm_unstranded', 'LINC02340_tpm_unstranded', 'AL162731.1_tpm_unstranded', 'AC103746.1_tpm_unstranded', 'AL354950.2_tpm_unstranded', 'AL138781.1_tpm_unstranded', 'AC103691.2_tpm_unstranded', 'AC010999.1_tpm_unstranded', 'AC091167.5_tpm_unstranded', 'C7orf77_tpm_unstranded', 'AL080312.2_tpm_unstranded', 'AC092111.1_tpm_unstranded', 'AC012645.4_tpm_unstranded', 'AC126773.6_tpm_unstranded', 'AC068790.9_tpm_unstranded', 'AL353626.1_tpm_unstranded', 'AL445493.3_tpm_unstranded', 'AC018695.6_tpm_unstranded', 'AL391095.3_tpm_unstranded', 'AC026367.2_tpm_unstranded', 'AC002553.2_tpm_unstranded', 'AC068726.1_tpm_unstranded', 'AC104971.3_tpm_unstranded', 'AC253576.2_tpm_unstranded', 'AF067845.2_tpm_unstranded', 'AC244100.2_tpm_unstranded', 'AL121832.3_tpm_unstranded', 'AL031008.1_tpm_unstranded', 'AC020765.2_tpm_unstranded', 'AC012409.2_tpm_unstranded', 'AC092119.3_tpm_unstranded', 'PTGER4P2-CDK2AP2P2_tpm_unstranded', 'AC105020.6_tpm_unstranded', 'AL117332.1_tpm_unstranded', 'AL449403.2_tpm_unstranded', 'AC083806.3_tpm_unstranded', 'AC009318.4_tpm_unstranded', 'AC087741.2_tpm_unstranded', 'AC025031.4_tpm_unstranded', 'AP003419.3_tpm_unstranded', 'AL512652.1_tpm_unstranded', 'LINC01730_tpm_unstranded', 'AC133552.5_tpm_unstranded', 'CU633906.1_tpm_unstranded', 'AC007998.4_tpm_unstranded', 'AC100791.3_tpm_unstranded', 'AC100835.2_tpm_unstranded', 'AC006449.2_tpm_unstranded', 'STPG3-AS1_tpm_unstranded', 'AC243965.2_tpm_unstranded', 'AC242842.1_tpm_unstranded', 'AC008115.3_tpm_unstranded', 'AL929601.3_tpm_unstranded', 'AC008250.2_tpm_unstranded', 'AL355073.2_tpm_unstranded', 'AL049539.1_tpm_unstranded', 'AC022306.2_tpm_unstranded', 'AL031670.1_tpm_unstranded', 'AC011330.2_tpm_unstranded', 'AC104237.2_tpm_unstranded', 'AC243830.1_tpm_unstranded', 'FLJ16779_tpm_unstranded', 'AC004816.2_tpm_unstranded', 'AL035461.2_tpm_unstranded', 'AC021755.3_tpm_unstranded', 'AC011939.3_tpm_unstranded', 'AC068338.3_tpm_unstranded', 'AL445584.2_tpm_unstranded', 'AC006449.3_tpm_unstranded', 'AC025580.3_tpm_unstranded', 'BX005040.1_tpm_unstranded', 'AL133320.2_tpm_unstranded', 'U47924.3_tpm_unstranded', 'AC090527.3_tpm_unstranded', 'AC007485.1_tpm_unstranded', 'AC008622.2_tpm_unstranded', 'AC243830.2_tpm_unstranded', 'AL049794.2_tpm_unstranded', 'AC010538.1_tpm_unstranded', 'AL162497.1_tpm_unstranded', 'AC026367.3_tpm_unstranded', 'ZNF516-DT_tpm_unstranded', 'AC092747.4_tpm_unstranded', 'AC091982.3_tpm_unstranded', 'AC068792.1_tpm_unstranded', 'AL590227.1_tpm_unstranded', 'AP001059.1_tpm_unstranded', 'AC090206.1_tpm_unstranded', 'AC145285.6_tpm_unstranded', 'AL121829.2_tpm_unstranded', 'AL390755.1_tpm_unstranded', 'AL513548.3_tpm_unstranded', 'AC005912.2_tpm_unstranded', 'LINC01742_tpm_unstranded', 'AC084824.4_tpm_unstranded', 'AC009133.4_tpm_unstranded', 'AC131025.2_tpm_unstranded', 'PICSAR_tpm_unstranded', 'AL139385.1_tpm_unstranded', 'AC132872.3_tpm_unstranded', 'AL021578.1_tpm_unstranded', 'AC021491.4_tpm_unstranded', 'AC125603.4_tpm_unstranded', 'AC139530.3_tpm_unstranded', 'AC138932.4_tpm_unstranded', 'AL160413.1_tpm_unstranded', 'AC009152.1_tpm_unstranded', 'AC004263.1_tpm_unstranded', 'AC244100.3_tpm_unstranded', 'AC008115.4_tpm_unstranded', 'AL355001.2_tpm_unstranded', 'AC091544.7_tpm_unstranded', 'AC211476.3_tpm_unstranded', 'AC109809.1_tpm_unstranded', 'AC079414.3_tpm_unstranded', 'AL160153.1_tpm_unstranded', 'AC073534.2_tpm_unstranded', 'AC243654.3_tpm_unstranded', 'AL391262.1_tpm_unstranded', 'AC074138.1_tpm_unstranded', 'AC027682.6_tpm_unstranded', 'CU633904.1_tpm_unstranded', 'AC040896.1_tpm_unstranded', 'AL132822.1_tpm_unstranded', 'FAM230F_tpm_unstranded', 'AC006538.3_tpm_unstranded', 'AC027601.3_tpm_unstranded', 'AC037198.1_tpm_unstranded', 'AC242988.1_tpm_unstranded', 'AC026356.2_tpm_unstranded', 'FUT8-AS1_tpm_unstranded', 'AC122108.2_tpm_unstranded', 'AC026336.3_tpm_unstranded', 'AC009118.2_tpm_unstranded', 'AC016957.2_tpm_unstranded', 'AC084824.5_tpm_unstranded', 'AC092118.2_tpm_unstranded', 'AC244153.1_tpm_unstranded', 'AC087683.2_tpm_unstranded', 'AC069234.4_tpm_unstranded', 'LINC00226_tpm_unstranded', 'AC245014.3_tpm_unstranded', 'AL118522.1_tpm_unstranded', 'AC006064.5_tpm_unstranded', 'AC243829.2_tpm_unstranded', 'AL442125.1_tpm_unstranded', 'AC127024.6_tpm_unstranded', 'AC007786.2_tpm_unstranded', 'LINC02809_tpm_unstranded', 'AC009118.3_tpm_unstranded', 'AC009509.4_tpm_unstranded', 'FP325318.1_tpm_unstranded', 'AL355974.2_tpm_unstranded', 'AC024884.2_tpm_unstranded', 'AC048382.6_tpm_unstranded', 'AC022960.2_tpm_unstranded', 'AC131159.1_tpm_unstranded', 'AC078880.4_tpm_unstranded', 'AL357033.3_tpm_unstranded', 'AL133243.2_tpm_unstranded', 'AC105429.1_tpm_unstranded', 'AL353770.3_tpm_unstranded', 'AC016876.3_tpm_unstranded', 'AC004241.3_tpm_unstranded', 'LINC01879_tpm_unstranded', 'FLJ36000_tpm_unstranded', 'AC105105.4_tpm_unstranded', 'AC015726.2_tpm_unstranded', 'AC024559.2_tpm_unstranded', 'AC025287.2_tpm_unstranded', 'AC106875.2_tpm_unstranded', 'AL591926.2_tpm_unstranded', 'AC092111.2_tpm_unstranded', 'AL590491.2_tpm_unstranded', 'AL136221.1_tpm_unstranded', 'AL136301.1_tpm_unstranded', 'AC005393.1_tpm_unstranded', 'AC004076.2_tpm_unstranded', 'AC008083.4_tpm_unstranded', 'BX255923.2_tpm_unstranded', 'AC105265.3_tpm_unstranded', 'AC107905.1_tpm_unstranded', 'LINC00540_tpm_unstranded', 'AC061709.2_tpm_unstranded', 'AC008735.4_tpm_unstranded', 'BMS1P14_tpm_unstranded', 'AL354718.2_tpm_unstranded', 'AP000892.3_tpm_unstranded', 'AC243830.3_tpm_unstranded', 'AC239799.1_tpm_unstranded', 'AL133243.3_tpm_unstranded', 'AC092142.2_tpm_unstranded', 'AC025287.3_tpm_unstranded', 'AC010999.2_tpm_unstranded', 'AL356515.1_tpm_unstranded', 'AP001505.1_tpm_unstranded', 'AC018926.2_tpm_unstranded', 'AC097478.2_tpm_unstranded', 'AC130650.2_tpm_unstranded', 'AC010327.6_tpm_unstranded', 'AC002550.2_tpm_unstranded', 'AL442067.1_tpm_unstranded', 'AC022306.3_tpm_unstranded', 'AL109614.1_tpm_unstranded', 'AL117372.1_tpm_unstranded', 'AC007786.3_tpm_unstranded', 'AJ011931.1_tpm_unstranded', 'AL109954.2_tpm_unstranded', 'AL117335.1_tpm_unstranded', 'AC007950.2_tpm_unstranded', 'AC009090.3_tpm_unstranded', 'AC104237.3_tpm_unstranded', 'AL161891.1_tpm_unstranded', 'AL356130.1_tpm_unstranded', 'AL121757.3_tpm_unstranded', 'AC004466.3_tpm_unstranded', 'AC138466.3_tpm_unstranded', 'AL136295.6_tpm_unstranded', 'AC010809.3_tpm_unstranded', 'AL442067.2_tpm_unstranded', 'AC243773.1_tpm_unstranded', 'AC005840.4_tpm_unstranded', 'AC123768.3_tpm_unstranded', 'AC137834.2_tpm_unstranded', 'AC142472.1_tpm_unstranded', 'AL445649.1_tpm_unstranded', 'AL731566.3_tpm_unstranded', 'AC105137.2_tpm_unstranded', 'AC006111.3_tpm_unstranded', 'AL353753.1_tpm_unstranded', 'AL121890.2_tpm_unstranded', 'AC025271.4_tpm_unstranded', 'LINC02227_tpm_unstranded', 'BX640515.1_tpm_unstranded', 'AC068234.2_tpm_unstranded', 'AC092117.1_tpm_unstranded', 'AC022188.1_tpm_unstranded', 'AL138955.1_tpm_unstranded', 'AC004801.6_tpm_unstranded', 'AC020922.4_tpm_unstranded', 'AC023510.2_tpm_unstranded', 'AC016590.3_tpm_unstranded', 'AC245041.2_tpm_unstranded', 'AC002401.4_tpm_unstranded', 'AC026124.2_tpm_unstranded', 'AL589745.2_tpm_unstranded', 'AC015922.3_tpm_unstranded', 'AC124319.2_tpm_unstranded', 'AC074050.4_tpm_unstranded', 'AC011718.1_tpm_unstranded', 'AL512624.2_tpm_unstranded', 'BX664730.1_tpm_unstranded', 'AC023157.2_tpm_unstranded', 'AL442125.2_tpm_unstranded', 'AL139351.1_tpm_unstranded', 'AC009041.3_tpm_unstranded', 'AC009704.2_tpm_unstranded', 'AL121772.3_tpm_unstranded', 'AL158063.1_tpm_unstranded', 'AL158196.1_tpm_unstranded', 'AC078880.5_tpm_unstranded', 'AC008760.2_tpm_unstranded', 'AL023881.1_tpm_unstranded', 'AC116003.3_tpm_unstranded', 'AL513314.2_tpm_unstranded', 'AC096642.1_tpm_unstranded', 'AC120498.10_tpm_unstranded', 'AC148477.4_tpm_unstranded', 'AC008556.1_tpm_unstranded', 'AC023490.2_tpm_unstranded', 'AL590096.1_tpm_unstranded', 'AL031663.3_tpm_unstranded', 'AL390964.1_tpm_unstranded', 'AL122125.1_tpm_unstranded', 'CU634019.1_tpm_unstranded', 'AL121890.3_tpm_unstranded', 'AC243829.4_tpm_unstranded', 'AL589743.3_tpm_unstranded', 'AC073569.3_tpm_unstranded', 'AC012409.3_tpm_unstranded', 'LINC00235_tpm_unstranded', 'AC092757.3_tpm_unstranded', 'AL138820.1_tpm_unstranded', 'AC110048.2_tpm_unstranded', 'AL139384.2_tpm_unstranded', 'AC012676.3_tpm_unstranded', 'AC004241.4_tpm_unstranded', 'AC006449.5_tpm_unstranded', 'AC131212.1_tpm_unstranded', 'LINC01632_tpm_unstranded', 'AC005696.4_tpm_unstranded', 'AC090164.3_tpm_unstranded', 'AC009159.2_tpm_unstranded', 'SPANXA2-OT1_tpm_unstranded', 'AL139123.1_tpm_unstranded', 'AC090116.1_tpm_unstranded', 'AL138686.1_tpm_unstranded', 'AC084781.1_tpm_unstranded', 'GTSE1-DT_tpm_unstranded', 'AL035420.3_tpm_unstranded', 'AC084782.3_tpm_unstranded', 'AL157762.1_tpm_unstranded', 'AC083809.1_tpm_unstranded', 'FAM74A7_tpm_unstranded', 'LHX1-DT_tpm_unstranded', 'AL160412.1_tpm_unstranded', 'AC004812.2_tpm_unstranded', 'AL109976.1_tpm_unstranded', 'LINC02881_tpm_unstranded', 'AC084876.1_tpm_unstranded', 'AL034550.2_tpm_unstranded', 'AC090246.1_tpm_unstranded', 'AC093462.1_tpm_unstranded', 'AC108002.2_tpm_unstranded', 'AC048344.4_tpm_unstranded', 'AL353770.4_tpm_unstranded', 'AC013553.3_tpm_unstranded', 'AP001065.4_tpm_unstranded', 'AL138966.2_tpm_unstranded', 'AC010654.1_tpm_unstranded', 'AL132765.2_tpm_unstranded', 'AC005837.4_tpm_unstranded', 'AC010331.1_tpm_unstranded', 'AL138999.1_tpm_unstranded', 'BX005040.3_tpm_unstranded', 'AC069234.5_tpm_unstranded', 'AL121890.4_tpm_unstranded', 'AC012676.4_tpm_unstranded', 'LINC02338_tpm_unstranded', 'CEBPB-AS1_tpm_unstranded', 'AC002094.4_tpm_unstranded', 'AC010271.2_tpm_unstranded', 'AP001527.2_tpm_unstranded', 'AC080038.2_tpm_unstranded', 'AC005332.5_tpm_unstranded', 'AC090607.5_tpm_unstranded', 'AC087392.5_tpm_unstranded', 'AL357033.4_tpm_unstranded', 'AC243571.2_tpm_unstranded', 'AC010536.3_tpm_unstranded', 'AC116407.2_tpm_unstranded', 'AC245123.1_tpm_unstranded', 'LINC01796_tpm_unstranded', 'AC007996.1_tpm_unstranded', 'ZNF630-AS1_tpm_unstranded', 'AC026471.5_tpm_unstranded', 'AL356752.1_tpm_unstranded', 'AC018926.3_tpm_unstranded', 'AL031651.1_tpm_unstranded', 'AL109923.1_tpm_unstranded', 'AC018553.1_tpm_unstranded', 'AC089999.2_tpm_unstranded', 'AC244093.3_tpm_unstranded', 'AL023803.3_tpm_unstranded', 'AC008759.3_tpm_unstranded', 'AC244093.4_tpm_unstranded', 'AC007546.1_tpm_unstranded', 'AC130343.3_tpm_unstranded', 'AC005363.2_tpm_unstranded', 'AC008406.3_tpm_unstranded', 'AC005277.2_tpm_unstranded', 'PGM5P3-AS1_tpm_unstranded', 'AL391261.2_tpm_unstranded', 'AL662791.2_tpm_unstranded', 'AL354696.1_tpm_unstranded', 'AC211486.5_tpm_unstranded', 'AL392048.1_tpm_unstranded', 'AL139407.1_tpm_unstranded', 'AC243585.2_tpm_unstranded', 'AL121583.1_tpm_unstranded', 'AP003900.1_tpm_unstranded', 'AC097478.3_tpm_unstranded', 'AC159540.2_tpm_unstranded', 'AC079174.2_tpm_unstranded', 'LINC02255_tpm_unstranded', 'AC097641.2_tpm_unstranded', 'AC126175.2_tpm_unstranded', 'AC011462.4_tpm_unstranded', 'AC023300.2_tpm_unstranded', 'AL358394.3_tpm_unstranded', 'AL138995.1_tpm_unstranded', 'AL442128.2_tpm_unstranded', 'AC068870.2_tpm_unstranded', 'AC084781.2_tpm_unstranded', 'AL359693.1_tpm_unstranded', 'AL138478.1_tpm_unstranded', 'AC006213.4_tpm_unstranded', 'AC020917.3_tpm_unstranded', 'AL031651.2_tpm_unstranded', 'AL138960.1_tpm_unstranded', 'AC090340.1_tpm_unstranded', 'AC026368.1_tpm_unstranded', 'LINC02391_tpm_unstranded', 'AC097634.3_tpm_unstranded', 'AL162574.1_tpm_unstranded', 'FAM230A_tpm_unstranded', 'AC131159.2_tpm_unstranded', 'AL391988.1_tpm_unstranded', 'AC135279.3_tpm_unstranded', 'AL390037.1_tpm_unstranded', 'AC243773.2_tpm_unstranded', 'AC010722.1_tpm_unstranded', 'AC007527.2_tpm_unstranded', 'AL035252.3_tpm_unstranded', 'AC107308.1_tpm_unstranded', 'AC092376.2_tpm_unstranded', 'AL162274.2_tpm_unstranded', 'AC006449.6_tpm_unstranded', 'AC010542.5_tpm_unstranded', 'LINC02351_tpm_unstranded', 'FP236241.1_tpm_unstranded', 'AC079779.4_tpm_unstranded', 'AC009093.6_tpm_unstranded', 'AC139100.2_tpm_unstranded', 'AL627171.1_tpm_unstranded', 'AC024941.1_tpm_unstranded', 'AL031658.2_tpm_unstranded', 'AC245033.2_tpm_unstranded', 'AC064801.1_tpm_unstranded', 'AC118658.1_tpm_unstranded', 'AL121895.2_tpm_unstranded', 'AL133325.3_tpm_unstranded', 'FAM247B_tpm_unstranded', 'AC104985.2_tpm_unstranded', 'AC009159.3_tpm_unstranded', 'AC012366.1_tpm_unstranded', 'AL161669.3_tpm_unstranded', 'AC114341.1_tpm_unstranded', 'AC069503.3_tpm_unstranded', 'LUNAR1_tpm_unstranded', 'AC022509.4_tpm_unstranded', 'AC243829.5_tpm_unstranded', 'AC027575.2_tpm_unstranded', 'AC145423.2_tpm_unstranded', 'AC139768.1_tpm_unstranded', 'AC135050.6_tpm_unstranded', 'AC012409.4_tpm_unstranded', 'AL121809.2_tpm_unstranded', 'AL121782.1_tpm_unstranded', 'TSC22D1-AS1_tpm_unstranded', 'AP001059.2_tpm_unstranded', 'GLIDR_tpm_unstranded', 'AL354811.1_tpm_unstranded', 'AL118505.1_tpm_unstranded', 'LINC01971_tpm_unstranded', 'AC243919.2_tpm_unstranded', 'AL031320.2_tpm_unstranded', 'LINC02139_tpm_unstranded', 'AL133342.1_tpm_unstranded', 'AL359513.1_tpm_unstranded', 'AC243967.3_tpm_unstranded', 'AC004852.2_tpm_unstranded', 'AC005344.1_tpm_unstranded', 'AC079949.2_tpm_unstranded', 'AL110115.2_tpm_unstranded', 'AL161772.1_tpm_unstranded', 'AL161616.2_tpm_unstranded', 'AC018529.2_tpm_unstranded', 'VWA8-AS1_tpm_unstranded', 'AC138028.6_tpm_unstranded', 'AC063943.1_tpm_unstranded', 'AC009248.2_tpm_unstranded', 'AC005911.1_tpm_unstranded', 'AL356652.1_tpm_unstranded', 'AC021422.1_tpm_unstranded', 'AP004609.3_tpm_unstranded', 'AL031673.1_tpm_unstranded', 'AC121338.2_tpm_unstranded', 'AC099518.6_tpm_unstranded', 'AL354696.2_tpm_unstranded', 'AL122023.1_tpm_unstranded', 'AC108861.1_tpm_unstranded', 'AL451164.2_tpm_unstranded', 'AC243547.2_tpm_unstranded', 'AC023830.3_tpm_unstranded', 'AL137246.2_tpm_unstranded', 'AC015712.7_tpm_unstranded', 'AL359880.1_tpm_unstranded', 'AC068506.1_tpm_unstranded', 'AC138393.3_tpm_unstranded', 'AC009268.2_tpm_unstranded', 'AC009464.1_tpm_unstranded', 'AC010998.3_tpm_unstranded', 'AC006213.5_tpm_unstranded', 'AC039056.2_tpm_unstranded', 'AC068831.5_tpm_unstranded', 'AL161645.1_tpm_unstranded', 'AC026585.1_tpm_unstranded', 'AC003101.2_tpm_unstranded', 'AL162171.3_tpm_unstranded', 'AL133396.1_tpm_unstranded', 'AC015871.3_tpm_unstranded', 'AL158163.2_tpm_unstranded', 'AC015819.2_tpm_unstranded', 'ZNF426-DT_tpm_unstranded', 'AC037198.2_tpm_unstranded', 'AC023310.4_tpm_unstranded', 'AC005962.1_tpm_unstranded', 'LINC02335_tpm_unstranded', 'AC244093.5_tpm_unstranded', 'AC015813.4_tpm_unstranded', 'AC245452.4_tpm_unstranded', 'AC005899.7_tpm_unstranded', 'AC244100.4_tpm_unstranded', 'AL162574.2_tpm_unstranded', 'AC100847.1_tpm_unstranded', 'NKILA_tpm_unstranded', 'AC120114.2_tpm_unstranded', 'AC133540.1_tpm_unstranded', 'MCM8-AS1_tpm_unstranded', 'AL445288.1_tpm_unstranded', 'AC000403.1_tpm_unstranded', 'AC005332.6_tpm_unstranded', 'AC022079.2_tpm_unstranded', 'AC013553.4_tpm_unstranded', 'AC005332.7_tpm_unstranded', 'AC087239.1_tpm_unstranded', 'AC004477.2_tpm_unstranded', 'AC092683.2_tpm_unstranded', 'BACE1-AS_tpm_unstranded', 'AC090510.3_tpm_unstranded', 'AL136295.7_tpm_unstranded', 'LINC00624_tpm_unstranded', 'AL121890.5_tpm_unstranded', 'AC099811.5_tpm_unstranded', 'AL513190.1_tpm_unstranded', 'AC073508.3_tpm_unstranded', 'AC009878.1_tpm_unstranded', 'AC006157.1_tpm_unstranded', 'BX539320.1_tpm_unstranded', 'CU638689.1_tpm_unstranded', 'CU634019.2_tpm_unstranded', 'FP325330.2_tpm_unstranded', 'AL358852.1_tpm_unstranded', 'AC005609.1_tpm_unstranded', 'CU633906.2_tpm_unstranded', 'AC005609.2_tpm_unstranded', 'BANCR_tpm_unstranded', 'AC015819.3_tpm_unstranded', 'AC005609.3_tpm_unstranded', 'CEP83-DT_tpm_unstranded', 'AC005005.4_tpm_unstranded', 'EPB41L4A-DT_tpm_unstranded', 'AP005242.3_tpm_unstranded', 'AC005753.1_tpm_unstranded', 'FP236240.1_tpm_unstranded', 'CR381653.1_tpm_unstranded', 'AC244517.4_tpm_unstranded', 'AC027045.1_tpm_unstranded', 'AC005609.4_tpm_unstranded', 'FP475955.1_tpm_unstranded', 'AL022329.3_tpm_unstranded', 'HEIH_tpm_unstranded', 'AC079298.1_tpm_unstranded', 'FP671120.4_tpm_unstranded', 'AL022323.1_tpm_unstranded', 'AC010223.1_tpm_unstranded', 'AC244517.5_tpm_unstranded', 'FP236315.1_tpm_unstranded', 'HEXD-IT1_tpm_unstranded', 'AC244517.6_tpm_unstranded', 'AC073263.2_tpm_unstranded', 'AC118758.2_tpm_unstranded', 'SND1-IT1_tpm_unstranded', 'AL022322.2_tpm_unstranded', 'LINC01727_tpm_unstranded', 'AL022323.2_tpm_unstranded', 'LINC01670_tpm_unstranded', 'AL022323.3_tpm_unstranded', 'LINC01451_tpm_unstranded', 'AC011912.1_tpm_unstranded', 'AL021920.1_tpm_unstranded', 'AC003681.1_tpm_unstranded', 'AC105052.4_tpm_unstranded', 'AL033543.1_tpm_unstranded', 'CR559946.2_tpm_unstranded', 'AC004943.3_tpm_unstranded', 'Z95114.1_tpm_unstranded', 'GPR1-AS_tpm_unstranded', 'AC008522.1_tpm_unstranded', 'AC063980.1_tpm_unstranded', 'LINC02736_tpm_unstranded', 'FAM223A_tpm_unstranded', 'AC007614.1_tpm_unstranded', 'PP2672_tpm_unstranded', 'AC012020.1_tpm_unstranded', 'AC245060.6_tpm_unstranded', 'Z99916.3_tpm_unstranded', 'AC006994.1_tpm_unstranded', 'AC018692.1_tpm_unstranded', 'AL136359.1_tpm_unstranded', 'AP000866.6_tpm_unstranded', 'Z98885.3_tpm_unstranded', 'AC244517.7_tpm_unstranded', 'LINC00244_tpm_unstranded', 'AL008638.3_tpm_unstranded', 'AP000542.2_tpm_unstranded', 'AC244230.1_tpm_unstranded', 'AL159972.1_tpm_unstranded', 'AP000350.8_tpm_unstranded', 'AC244517.8_tpm_unstranded', 'KLHL30-AS1_tpm_unstranded', 'AL117328.2_tpm_unstranded', 'CR392039.3_tpm_unstranded', 'FAM230C_tpm_unstranded', 'AC008764.8_tpm_unstranded', 'AL022323.4_tpm_unstranded', 'AC244517.9_tpm_unstranded', 'AL162426.1_tpm_unstranded', 'LINC01666_tpm_unstranded', 'AL031593.1_tpm_unstranded', 'AL358613.2_tpm_unstranded', 'AC025280.2_tpm_unstranded', 'AL359697.1_tpm_unstranded', 'LINC00216_tpm_unstranded', 'Z82217.1_tpm_unstranded', 'AC110491.2_tpm_unstranded', 'AC024610.2_tpm_unstranded', 'AC079801.1_tpm_unstranded', 'MAPT-IT1_tpm_unstranded', 'FP565260.5_tpm_unstranded', 'FP325330.3_tpm_unstranded', 'Z95114.2_tpm_unstranded', 'AC005609.5_tpm_unstranded', 'LINC02033_tpm_unstranded', 'AL022311.1_tpm_unstranded', 'AC239585.2_tpm_unstranded', 'FP475955.2_tpm_unstranded', 'AC005899.8_tpm_unstranded', 'FP236315.3_tpm_unstranded', 'LINC02339_tpm_unstranded', 'AL031846.2_tpm_unstranded', 'C8orf87_tpm_unstranded', 'AL008638.4_tpm_unstranded', 'CR382287.1_tpm_unstranded', 'AC005618.2_tpm_unstranded', 'LINC01126_tpm_unstranded', 'AL008638.5_tpm_unstranded', 'LINC01651_tpm_unstranded', 'Z95114.4_tpm_unstranded', 'AP006248.3_tpm_unstranded', 'AC022784.6_tpm_unstranded', 'BX324167.2_tpm_unstranded', 'CCDC28A-AS1_tpm_unstranded', 'CU104787.1_tpm_unstranded', 'AC008103.1_tpm_unstranded', 'FP475955.3_tpm_unstranded', 'AC079298.2_tpm_unstranded', 'AC008079.1_tpm_unstranded', 'AL031595.2_tpm_unstranded', 'CU634019.5_tpm_unstranded', 'AL008638.6_tpm_unstranded', 'AC005618.3_tpm_unstranded', 'AC244517.11_tpm_unstranded', 'AC020661.4_tpm_unstranded', 'TMEM75_tpm_unstranded', 'TBC1D22A-AS1_tpm_unstranded', 'CU639417.4_tpm_unstranded', 'AJ239318.1_tpm_unstranded', 'PLAC4_tpm_unstranded', 'AC090983.1_tpm_unstranded', 'AC240565.2_tpm_unstranded', 'CU638689.4_tpm_unstranded', 'CU638689.5_tpm_unstranded', 'AL136526.1_tpm_unstranded', 'CU639417.5_tpm_unstranded', 'LINC01669_tpm_unstranded', 'AC245140.2_tpm_unstranded', 'Z82202.1_tpm_unstranded', 'AC026401.3_tpm_unstranded', 'AC106795.5_tpm_unstranded', 'UCKL1-AS1_tpm_unstranded', 'AL008636.1_tpm_unstranded', 'AC079298.3_tpm_unstranded', 'AF131216.4_tpm_unstranded', 'LINC02887_tpm_unstranded', 'AC037487.4_tpm_unstranded', 'ERICD_tpm_unstranded', 'AC244517.12_tpm_unstranded', 'AP000542.3_tpm_unstranded', 'LINC01726_tpm_unstranded', 'AL021877.2_tpm_unstranded', 'AL161782.1_tpm_unstranded', 'AC019080.5_tpm_unstranded', 'AC096920.1_tpm_unstranded', 'Z95331.1_tpm_unstranded', 'FP325332.1_tpm_unstranded', 'AL034546.1_tpm_unstranded', 'AC007326.2_tpm_unstranded', 'AL357673.2_tpm_unstranded', 'AL031595.3_tpm_unstranded', 'FP236383.3_tpm_unstranded', 'AL049536.1_tpm_unstranded', 'AL359745.1_tpm_unstranded', 'AL356481.2_tpm_unstranded', 'AL358154.1_tpm_unstranded', 'AC005329.3_tpm_unstranded', 'AL591030.1_tpm_unstranded', 'SALRNA2_tpm_unstranded', 'ASAP1-IT2_tpm_unstranded', 'LINC01374_tpm_unstranded', 'AL158835.3_tpm_unstranded', 'LINC02342_tpm_unstranded', 'LINC01348_tpm_unstranded', 'BTG3-AS1_tpm_unstranded', 'AJ239328.1_tpm_unstranded', 'AC009133.5_tpm_unstranded', 'FP236383.4_tpm_unstranded', 'SCAANT1_tpm_unstranded', 'PCAT14_tpm_unstranded', 'THRIL_tpm_unstranded', 'LINC02204_tpm_unstranded', 'KCNIP4-IT1_tpm_unstranded', 'AL157396.1_tpm_unstranded', 'LINC01242_tpm_unstranded', 'SH3PXD2A-AS1_tpm_unstranded', 'AC060814.3_tpm_unstranded', 'HPAT5_tpm_unstranded', 'AL139035.1_tpm_unstranded', 'JADRR_tpm_unstranded', 'PCAT5_tpm_unstranded', 'LINC01943_tpm_unstranded', 'LINC00251_tpm_unstranded', 'LINC01232_tpm_unstranded', 'EIF1B-AS1_tpm_unstranded', 'LINC01173_tpm_unstranded', 'LINC00850_tpm_unstranded', 'AL356481.3_tpm_unstranded', 'AL732314.4_tpm_unstranded', 'LINC01202_tpm_unstranded', 'JAKMIP2-AS1_tpm_unstranded', 'LINC00294_tpm_unstranded', 'FP671120.6_tpm_unstranded', 'LINC00836_tpm_unstranded', 'GSEC_tpm_unstranded', 'CPS1-IT1_tpm_unstranded', 'AL121956.5_tpm_unstranded', 'MIR325HG_tpm_unstranded', 'AC017002.2_tpm_unstranded', 'AC060814.4_tpm_unstranded', 'ELDR_tpm_unstranded', 'FOXCUT_tpm_unstranded', 'AC092848.1_tpm_unstranded', 'LINC00628_tpm_unstranded', 'CTBP1-AS_tpm_unstranded', 'AL353658.1_tpm_unstranded', 'LINC01163_tpm_unstranded', 'TTTY3B_tpm_unstranded', 'LINC00581_tpm_unstranded', 'CCAT2_tpm_unstranded', 'LINC00921_tpm_unstranded', 'AC092574.2_tpm_unstranded', 'AL078581.4_tpm_unstranded', 'N4BP2L2-IT2_tpm_unstranded', 'AL117327.1_tpm_unstranded', 'LINC01395_tpm_unstranded', 'TRG-AS1_tpm_unstranded', 'AC135068.8_tpm_unstranded', 'AC006355.2_tpm_unstranded', 'PTENP1-AS_tpm_unstranded', 'SCHLAP1_tpm_unstranded', 'AC018358.1_tpm_unstranded', 'LINC01127_tpm_unstranded', 'AL355390.2_tpm_unstranded', 'FP236383.5_tpm_unstranded', 'NPTN-IT1_tpm_unstranded', 'LINC00706_tpm_unstranded', 'GHET1_tpm_unstranded', 'AC007878.1_tpm_unstranded', 'LINC00934_tpm_unstranded', 'LINC01097_tpm_unstranded', 'SLFNL1-AS1_tpm_unstranded', 'LINC00254_tpm_unstranded', 'LINC02536_tpm_unstranded', 'SALRNA3_tpm_unstranded', 'LINC01338_tpm_unstranded', 'LINC00997_tpm_unstranded', 'AC024941.2_tpm_unstranded', 'HELLPAR_tpm_unstranded', 'ARRDC3-AS1_tpm_unstranded', 'RASSF1-AS1_tpm_unstranded', 'AL049541.1_tpm_unstranded', 'INE2_tpm_unstranded', 'ABALON_tpm_unstranded', 'FP671120.7_tpm_unstranded', 'AP003500.1_tpm_unstranded', 'LINC00506_tpm_unstranded', 'SNHG4_tpm_unstranded', 'LINC01176_tpm_unstranded', 'PANDAR_tpm_unstranded', 'TGFB2-OT1_tpm_unstranded', 'AL049541.2_tpm_unstranded', 'AC006504.7_tpm_unstranded', 'PISRT1_tpm_unstranded', 'LINC01955_tpm_unstranded', 'DNAJB5-DT_tpm_unstranded', 'SEPSECS-AS1_tpm_unstranded', 'AC004461.2_tpm_unstranded', 'AC254562.3_tpm_unstranded', 'LINC00895_tpm_unstranded', 'LSINCT5_tpm_unstranded', 'AL157778.1_tpm_unstranded', 'DBET_tpm_unstranded', 'SAMD12-AS1_tpm_unstranded', 'EBLN3P_tpm_unstranded', 'AP000851.2_tpm_unstranded', 'LINC00538_tpm_unstranded', 'RBM5-AS1_tpm_unstranded', 'PACRG-AS1_tpm_unstranded', 'LINC01012_tpm_unstranded', 'ERC2-IT1_tpm_unstranded', 'LINC01080_tpm_unstranded', 'METTL14-DT_tpm_unstranded', 'Z84468.1_tpm_unstranded', 'C2-AS1_tpm_unstranded', 'LINC01230_tpm_unstranded', 'LINC00550_tpm_unstranded', 'LINC01394_tpm_unstranded', 'HCP5B_tpm_unstranded', 'LINC00602_tpm_unstranded', 'AL732314.10_tpm_unstranded', 'LINC00891_tpm_unstranded', 'AC106017.2_tpm_unstranded', 'PAUPAR_tpm_unstranded', 'LINC02246_tpm_unstranded', 'AC233263.7_tpm_unstranded', 'LINC01144_tpm_unstranded', 'AC007389.3_tpm_unstranded', 'AF067845.4_tpm_unstranded', 'AP000357.2_tpm_unstranded', 'AC100810.3_tpm_unstranded', 'AC006581.2_tpm_unstranded', 'AL009031.1_tpm_unstranded', 'AC074387.1_tpm_unstranded', 'Z82244.1_tpm_unstranded', 'AL591742.2_tpm_unstranded', 'AC092807.3_tpm_unstranded', 'AC006511.4_tpm_unstranded', 'AL160408.6_tpm_unstranded', 'LINC02815_tpm_unstranded', 'AL592430.2_tpm_unstranded', 'AC245187.2_tpm_unstranded', 'AL137798.2_tpm_unstranded', 'AF067845.5_tpm_unstranded', 'PEG13_tpm_unstranded', 'AC007993.3_tpm_unstranded', 'AC119427.1_tpm_unstranded', 'AL450990.1_tpm_unstranded', 'AC140479.4_tpm_unstranded', 'AL451007.2_tpm_unstranded', 'AC100797.4_tpm_unstranded', 'AC104073.4_tpm_unstranded', 'AL358472.4_tpm_unstranded', 'AL392083.1_tpm_unstranded', 'AC016588.2_tpm_unstranded', 'AL109920.1_tpm_unstranded', 'AC092811.1_tpm_unstranded', 'AC074099.1_tpm_unstranded', 'AL109837.2_tpm_unstranded', 'LINC01002_tpm_unstranded', 'AC110491.3_tpm_unstranded', 'AC092192.1_tpm_unstranded', 'AC068733.3_tpm_unstranded', 'AL133516.1_tpm_unstranded', 'AC215522.2_tpm_unstranded', 'FAM138F_tpm_unstranded', 'Z82244.2_tpm_unstranded', 'AC245519.2_tpm_unstranded', 'AC129915.3_tpm_unstranded', 'AC104333.4_tpm_unstranded', 'PGR-AS1_tpm_unstranded', 'AL021920.3_tpm_unstranded', 'AC026950.2_tpm_unstranded', 'AL358790.1_tpm_unstranded', 'AL157888.1_tpm_unstranded', 'AC090164.4_tpm_unstranded', 'AC008993.3_tpm_unstranded', 'AC000035.1_tpm_unstranded', 'AC009971.1_tpm_unstranded', 'AC068544.2_tpm_unstranded', 'AC004554.1_tpm_unstranded', 'AL590644.2_tpm_unstranded', 'AL359834.1_tpm_unstranded', 'BISPR_tpm_unstranded', 'AC003992.1_tpm_unstranded', 'AC084035.1_tpm_unstranded', 'AC012560.1_tpm_unstranded', 'Z98752.4_tpm_unstranded', 'AC027045.2_tpm_unstranded', 'AL627171.2_tpm_unstranded', 'AL358215.2_tpm_unstranded', 'AC009975.1_tpm_unstranded', 'AL353651.2_tpm_unstranded', 'AC107398.4_tpm_unstranded', 'AL513321.2_tpm_unstranded', 'Z98883.1_tpm_unstranded', 'Z83818.2_tpm_unstranded', 'AC091769.1_tpm_unstranded', 'LINC02746_tpm_unstranded', 'AC107068.2_tpm_unstranded', 'AC010424.3_tpm_unstranded', 'AC004784.1_tpm_unstranded', 'AC140481.3_tpm_unstranded', 'AC063952.4_tpm_unstranded', 'AC008537.4_tpm_unstranded', 'AL583852.1_tpm_unstranded', 'PRNCR1_tpm_unstranded', 'AC026108.1_tpm_unstranded', 'AP001005.3_tpm_unstranded', 'LINC02034_tpm_unstranded', 'PCBP2-OT1_tpm_unstranded', 'AC099753.1_tpm_unstranded', 'MPP7-DT_tpm_unstranded', 'AL162456.1_tpm_unstranded', 'AC009975.2_tpm_unstranded', 'LINC02635_tpm_unstranded', 'AL450426.1_tpm_unstranded', 'AC007221.1_tpm_unstranded', 'AL589826.2_tpm_unstranded', 'AC027045.3_tpm_unstranded', 'AC009242.1_tpm_unstranded', 'AC022596.2_tpm_unstranded', 'LINC01988_tpm_unstranded', 'AL391597.1_tpm_unstranded', 'AC103703.1_tpm_unstranded', 'LINC01668_tpm_unstranded', 'LINC02456_tpm_unstranded', 'AL390862.1_tpm_unstranded', 'AC009234.1_tpm_unstranded', 'AC215522.3_tpm_unstranded', 'AL353759.1_tpm_unstranded', 'AL158175.1_tpm_unstranded', 'AL157931.2_tpm_unstranded', 'AL137077.2_tpm_unstranded', 'LINC02498_tpm_unstranded', 'FP565171.1_tpm_unstranded', 'AL731555.1_tpm_unstranded', 'AL132857.1_tpm_unstranded', 'AC010642.2_tpm_unstranded', 'AC011451.3_tpm_unstranded', 'MGC4859_tpm_unstranded', 'AC009951.5_tpm_unstranded', 'HYMAI_tpm_unstranded', 'AC022726.2_tpm_unstranded', 'AC009403.2_tpm_unstranded', 'AC006207.1_tpm_unstranded', 'LINC02666_tpm_unstranded', 'AC137936.1_tpm_unstranded', 'AC116353.5_tpm_unstranded', 'AC012564.1_tpm_unstranded', 'AC012507.3_tpm_unstranded', 'AC007920.2_tpm_unstranded', 'AC116565.1_tpm_unstranded', 'AC106858.1_tpm_unstranded', 'AC130466.1_tpm_unstranded', 'LINC02537_tpm_unstranded', 'AC068205.1_tpm_unstranded', 'AC007218.2_tpm_unstranded', 'AC139493.2_tpm_unstranded', 'AC007529.2_tpm_unstranded', 'AL022100.2_tpm_unstranded', 'AC007491.1_tpm_unstranded', 'AC242022.1_tpm_unstranded', 'AL356234.3_tpm_unstranded', 'AC093277.1_tpm_unstranded', 'AP005212.4_tpm_unstranded', 'AC073869.3_tpm_unstranded', 'LINC02183_tpm_unstranded', 'LINC02357_tpm_unstranded', 'AL831711.1_tpm_unstranded', 'AC068205.2_tpm_unstranded', 'AL160396.1_tpm_unstranded', 'AL021368.4_tpm_unstranded', 'AL592295.3_tpm_unstranded', 'AC087521.4_tpm_unstranded', 'AL807742.1_tpm_unstranded', 'AC108477.1_tpm_unstranded', 'AL138694.1_tpm_unstranded', 'AC090952.2_tpm_unstranded', 'AL807740.1_tpm_unstranded', 'AC005394.2_tpm_unstranded', 'AL121759.2_tpm_unstranded', 'MIR548A1HG_tpm_unstranded', 'AL590627.2_tpm_unstranded', 'AC008703.1_tpm_unstranded', 'AC087280.2_tpm_unstranded', 'AC024614.4_tpm_unstranded', 'LINC02452_tpm_unstranded', 'AC109462.3_tpm_unstranded', 'LINC01958_tpm_unstranded', 'LINC01260_tpm_unstranded', 'AL136985.3_tpm_unstranded', 'AC087565.2_tpm_unstranded', 'AC011139.1_tpm_unstranded', 'AC009804.2_tpm_unstranded', 'AC008505.1_tpm_unstranded', 'AL512380.2_tpm_unstranded', 'LINC01902_tpm_unstranded', 'AC006974.1_tpm_unstranded', 'AC005144.1_tpm_unstranded', 'LINC02775_tpm_unstranded', 'AC005972.3_tpm_unstranded', 'BX088723.1_tpm_unstranded', 'AC007161.3_tpm_unstranded', 'LINC02341_tpm_unstranded', 'AL157371.2_tpm_unstranded', 'AL160035.1_tpm_unstranded', 'AL031056.2_tpm_unstranded', 'AL137785.1_tpm_unstranded', 'AC016526.4_tpm_unstranded', 'AL928596.1_tpm_unstranded', 'AP000547.3_tpm_unstranded', 'AC012485.3_tpm_unstranded', 'AC002407.1_tpm_unstranded', 'LINC02009_tpm_unstranded', 'AL512643.1_tpm_unstranded', 'AC006974.2_tpm_unstranded', 'AC138904.3_tpm_unstranded', 'AC009802.1_tpm_unstranded', 'AC068587.4_tpm_unstranded', 'AC013268.5_tpm_unstranded', 'AC018553.2_tpm_unstranded', 'Z96074.1_tpm_unstranded', 'AL592295.4_tpm_unstranded', 'Z84466.1_tpm_unstranded', 'AL031686.1_tpm_unstranded', 'AC141930.2_tpm_unstranded', 'CR392000.2_tpm_unstranded', 'AL137002.2_tpm_unstranded', 'AC096667.1_tpm_unstranded', 'AC092053.2_tpm_unstranded', 'AC011416.3_tpm_unstranded', 'AD000090.1_tpm_unstranded', 'AL512662.1_tpm_unstranded', 'AC087645.4_tpm_unstranded', 'AP002851.1_tpm_unstranded', 'AC099795.1_tpm_unstranded', 'AL445623.2_tpm_unstranded', 'AC017000.1_tpm_unstranded', 'AC092652.2_tpm_unstranded', 'AL358215.3_tpm_unstranded', 'AC073111.2_tpm_unstranded', 'AC006460.2_tpm_unstranded', 'AP000356.2_tpm_unstranded', 'AOX3P-AOX2P_tpm_unstranded', 'AL772307.1_tpm_unstranded', 'AL158064.1_tpm_unstranded', 'LINC02767_tpm_unstranded', 'LINC02801_tpm_unstranded', 'AC007326.5_tpm_unstranded', 'AL391650.2_tpm_unstranded', 'AC092017.3_tpm_unstranded', 'AL589669.1_tpm_unstranded', 'AL139398.1_tpm_unstranded', 'AL391117.1_tpm_unstranded', 'AC092329.4_tpm_unstranded', 'AC020912.1_tpm_unstranded', 'AC093326.2_tpm_unstranded', 'AC134980.1_tpm_unstranded', 'AC006063.2_tpm_unstranded', 'AC004834.1_tpm_unstranded', 'AC092634.7_tpm_unstranded', 'LINC01226_tpm_unstranded', 'AC093390.2_tpm_unstranded', 'AL590440.2_tpm_unstranded', 'AL031432.4_tpm_unstranded', 'AC073869.5_tpm_unstranded', 'AC105233.4_tpm_unstranded', 'AL121936.1_tpm_unstranded', 'AC016912.2_tpm_unstranded', 'AL591543.1_tpm_unstranded', 'AL078582.1_tpm_unstranded', 'AL139823.1_tpm_unstranded', 'AL391294.1_tpm_unstranded', 'LINC02786_tpm_unstranded', 'AC092902.4_tpm_unstranded', 'AL354702.1_tpm_unstranded', 'AL031590.1_tpm_unstranded', 'AC092821.3_tpm_unstranded', 'AL590434.1_tpm_unstranded', 'AL139254.2_tpm_unstranded', 'AL139424.2_tpm_unstranded', 'AC074386.1_tpm_unstranded', 'AL592182.2_tpm_unstranded', 'AL031291.1_tpm_unstranded', 'AL031430.1_tpm_unstranded', 'BX323043.1_tpm_unstranded', 'AL357509.1_tpm_unstranded', 'AL645937.4_tpm_unstranded', 'AL031432.5_tpm_unstranded', 'AL161756.3_tpm_unstranded', 'Z98259.2_tpm_unstranded', 'LINC02780_tpm_unstranded', 'AC092053.3_tpm_unstranded', 'AC109583.4_tpm_unstranded', 'LINC02781_tpm_unstranded', 'AC116667.2_tpm_unstranded', 'AL645944.2_tpm_unstranded', 'AL031985.4_tpm_unstranded', 'LINC02811_tpm_unstranded', 'AC009093.10_tpm_unstranded', 'Z98259.3_tpm_unstranded', 'LINC02606_tpm_unstranded', 'AL355602.1_tpm_unstranded', 'LINC02808_tpm_unstranded', 'AC006511.5_tpm_unstranded', 'AL445648.1_tpm_unstranded', 'AL049637.1_tpm_unstranded', 'AL136115.3_tpm_unstranded', 'AL805961.1_tpm_unstranded', 'AL596257.1_tpm_unstranded', 'AC079781.5_tpm_unstranded', 'AL031731.1_tpm_unstranded', 'Z98257.2_tpm_unstranded', 'AL034417.3_tpm_unstranded', 'AL033527.3_tpm_unstranded', 'AC117945.2_tpm_unstranded', 'AL662907.3_tpm_unstranded', 'AP003175.1_tpm_unstranded', 'AL109936.9_tpm_unstranded', 'AC099063.4_tpm_unstranded', 'AL139424.3_tpm_unstranded', 'AL358472.5_tpm_unstranded', 'BX005132.1_tpm_unstranded', 'AL139254.3_tpm_unstranded', 'AL591163.1_tpm_unstranded', 'AL589702.1_tpm_unstranded', 'AL034417.4_tpm_unstranded', 'AL513220.1_tpm_unstranded', 'AC245033.4_tpm_unstranded', 'AC099791.3_tpm_unstranded', 'AL365394.1_tpm_unstranded', 'AL356747.1_tpm_unstranded', 'AL121935.1_tpm_unstranded', 'AL662884.2_tpm_unstranded', 'AL049557.1_tpm_unstranded', 'AC007846.1_tpm_unstranded', 'AC018637.1_tpm_unstranded', 'AL355981.1_tpm_unstranded', 'LINC02359_tpm_unstranded', 'AC015908.6_tpm_unstranded', 'AC133644.2_tpm_unstranded', 'AL359762.1_tpm_unstranded', 'AC074008.1_tpm_unstranded', 'AL121935.2_tpm_unstranded', 'AL445205.1_tpm_unstranded', 'AC005280.2_tpm_unstranded', 'AC107959.4_tpm_unstranded', 'AL662884.3_tpm_unstranded', 'AF131216.5_tpm_unstranded', 'AC007262.2_tpm_unstranded', 'AL138689.2_tpm_unstranded', 'AC093827.4_tpm_unstranded', 'AL160272.1_tpm_unstranded', 'AC183088.3_tpm_unstranded', 'AL590282.2_tpm_unstranded', 'AL591518.1_tpm_unstranded', 'AC005280.3_tpm_unstranded', 'AC092723.3_tpm_unstranded', 'AC017002.3_tpm_unstranded', 'AC245140.3_tpm_unstranded', 'AC092723.4_tpm_unstranded', 'AL035412.1_tpm_unstranded', 'AC099499.2_tpm_unstranded', 'SLC7A14-AS1_tpm_unstranded', 'AC074008.2_tpm_unstranded', 'AL513493.1_tpm_unstranded', 'AC068724.3_tpm_unstranded', 'AC004593.1_tpm_unstranded', 'AC002074.1_tpm_unstranded', 'AL109840.2_tpm_unstranded', 'LINC01488_tpm_unstranded', 'AC025887.2_tpm_unstranded', 'AL359555.2_tpm_unstranded', 'AL451123.1_tpm_unstranded', 'AC016831.6_tpm_unstranded', 'AC103718.1_tpm_unstranded', 'AC068724.4_tpm_unstranded', 'PIGY-DT_tpm_unstranded', 'AC092306.1_tpm_unstranded', 'AL359555.3_tpm_unstranded', 'AC140134.1_tpm_unstranded', 'AC092153.1_tpm_unstranded', 'AL627422.2_tpm_unstranded', 'AC092723.5_tpm_unstranded', 'AC124014.1_tpm_unstranded', 'AL358117.1_tpm_unstranded', 'AL357556.5_tpm_unstranded', 'AC093154.1_tpm_unstranded', 'AC244033.2_tpm_unstranded', 'AC018754.1_tpm_unstranded', 'AC090679.3_tpm_unstranded', 'AC104454.2_tpm_unstranded', 'AC139834.1_tpm_unstranded', 'AL121612.2_tpm_unstranded', 'LINC02795_tpm_unstranded', 'AL009178.3_tpm_unstranded', 'AL355499.2_tpm_unstranded', 'HULC_tpm_unstranded', 'AC015908.7_tpm_unstranded', 'RALY-AS1_tpm_unstranded', 'AL137789.2_tpm_unstranded', 'DINOL_tpm_unstranded', 'TFAP2A-AS2_tpm_unstranded', 'AL390957.1_tpm_unstranded', 'LINC00842_tpm_unstranded', 'AC073176.2_tpm_unstranded', 'AC002470.2_tpm_unstranded', 'AC104169.1_tpm_unstranded', 'AC090517.5_tpm_unstranded', 'AC108734.4_tpm_unstranded', 'AC091564.7_tpm_unstranded', 'AL359555.4_tpm_unstranded', 'AC010745.5_tpm_unstranded', 'AL844170.1_tpm_unstranded', 'AC087564.1_tpm_unstranded', 'LINC02478_tpm_unstranded', 'AL359762.2_tpm_unstranded', 'AC244230.2_tpm_unstranded', 'AL033530.1_tpm_unstranded', 'AC099671.1_tpm_unstranded', 'GABPB1-IT1_tpm_unstranded', 'AC005232.1_tpm_unstranded', 'AP001056.2_tpm_unstranded', 'AL162718.1_tpm_unstranded', 'SOD2-OT1_tpm_unstranded', 'AL136961.1_tpm_unstranded', 'AC111006.1_tpm_unstranded', 'LINC02792_tpm_unstranded', 'AL136419.1_tpm_unstranded', 'AL691520.1_tpm_unstranded', 'AL590381.1_tpm_unstranded', 'AC003043.2_tpm_unstranded', 'AL356417.3_tpm_unstranded', 'AP006216.3_tpm_unstranded', 'AC010198.2_tpm_unstranded', 'AC004900.1_tpm_unstranded', 'AC104781.1_tpm_unstranded', 'AL353586.1_tpm_unstranded', 'AC119673.1_tpm_unstranded', 'AC005906.3_tpm_unstranded', 'AC073236.1_tpm_unstranded', 'AC099670.3_tpm_unstranded', 'AC136285.3_tpm_unstranded', 'AC016816.1_tpm_unstranded', 'AL445928.2_tpm_unstranded', 'LINC02788_tpm_unstranded', 'RELA-DT_tpm_unstranded', 'AL163541.1_tpm_unstranded', 'AC021683.5_tpm_unstranded', 'LINC02838_tpm_unstranded', 'AC092134.3_tpm_unstranded', 'AC006059.3_tpm_unstranded', 'AC022023.2_tpm_unstranded', 'AC005548.1_tpm_unstranded', 'AC022168.1_tpm_unstranded', 'AC115220.1_tpm_unstranded', 'AC124798.2_tpm_unstranded', 'AC068725.1_tpm_unstranded', 'AC091973.1_tpm_unstranded', 'AC110014.1_tpm_unstranded', 'AC067752.1_tpm_unstranded', 'AC114977.1_tpm_unstranded', 'AL137182.1_tpm_unstranded', 'AC242988.2_tpm_unstranded', 'AC005293.1_tpm_unstranded', 'AL354897.1_tpm_unstranded', 'AC069410.1_tpm_unstranded', 'AC022903.2_tpm_unstranded', 'AC103739.3_tpm_unstranded', 'AP001804.1_tpm_unstranded', 'AC090099.2_tpm_unstranded', 'AC106872.12_tpm_unstranded', 'AL031121.2_tpm_unstranded', 'AL671762.1_tpm_unstranded', 'AC074051.3_tpm_unstranded', 'AP003398.2_tpm_unstranded', 'AC099344.3_tpm_unstranded', 'AL590666.4_tpm_unstranded', 'AL513548.4_tpm_unstranded', 'AL136441.1_tpm_unstranded', 'AC083864.4_tpm_unstranded', 'AP001496.4_tpm_unstranded', 'AC019127.1_tpm_unstranded', 'AL035696.4_tpm_unstranded', 'AC015687.1_tpm_unstranded', 'CR769776.3_tpm_unstranded', 'AC091196.1_tpm_unstranded', 'AC016042.1_tpm_unstranded', 'AC010422.7_tpm_unstranded', 'AL158800.1_tpm_unstranded', 'AL132875.3_tpm_unstranded', 'AC012470.1_tpm_unstranded', 'AL160254.1_tpm_unstranded', 'AC010291.1_tpm_unstranded', 'AC092617.1_tpm_unstranded', 'AC080068.1_tpm_unstranded', 'AC055872.2_tpm_unstranded', 'LINC02856_tpm_unstranded', 'AC105114.2_tpm_unstranded', 'AC017116.2_tpm_unstranded', 'AC051619.10_tpm_unstranded', 'AL023283.1_tpm_unstranded', 'AC234917.2_tpm_unstranded', 'AC023593.1_tpm_unstranded', 'AC084262.2_tpm_unstranded', 'AL035693.1_tpm_unstranded', 'AL357835.1_tpm_unstranded', 'AC109441.1_tpm_unstranded', 'AC079200.1_tpm_unstranded', 'AL161665.1_tpm_unstranded', 'AL590286.2_tpm_unstranded', 'AC007132.1_tpm_unstranded', 'AC004974.1_tpm_unstranded', 'AC099482.2_tpm_unstranded', 'AC026100.1_tpm_unstranded', 'AL359508.1_tpm_unstranded', 'AC114977.2_tpm_unstranded', 'AC074132.1_tpm_unstranded', 'AL449214.1_tpm_unstranded', 'AL138999.2_tpm_unstranded', 'AL135926.1_tpm_unstranded', 'Z82202.2_tpm_unstranded', 'AC025062.3_tpm_unstranded', 'AC005343.4_tpm_unstranded', 'AC126755.5_tpm_unstranded', 'AL590068.3_tpm_unstranded', 'AC097105.1_tpm_unstranded', 'AC084024.4_tpm_unstranded', 'AL132633.1_tpm_unstranded', 'AL583827.1_tpm_unstranded', 'AL450163.1_tpm_unstranded', 'AL161449.2_tpm_unstranded', 'AL138927.1_tpm_unstranded', 'AL133259.1_tpm_unstranded', 'AP001999.2_tpm_unstranded', 'AL139330.1_tpm_unstranded', 'AL354741.1_tpm_unstranded', 'AC108448.3_tpm_unstranded', 'AL021155.4_tpm_unstranded', 'AL671883.3_tpm_unstranded', 'AC137735.2_tpm_unstranded', 'AL357079.2_tpm_unstranded', 'AL157827.2_tpm_unstranded', 'AL450992.2_tpm_unstranded', 'AL591428.1_tpm_unstranded', 'AC006238.2_tpm_unstranded', 'AC090953.2_tpm_unstranded', 'AP002793.1_tpm_unstranded', 'AC127035.1_tpm_unstranded', 'AC092958.3_tpm_unstranded', 'AC127520.1_tpm_unstranded', 'FAM245B_tpm_unstranded', 'AC108457.1_tpm_unstranded', 'AL139317.5_tpm_unstranded', 'AC006972.1_tpm_unstranded', 'AC012291.3_tpm_unstranded', 'AC126544.2_tpm_unstranded', 'AC026979.4_tpm_unstranded', 'AC006970.2_tpm_unstranded', 'AL139405.1_tpm_unstranded', 'AL160396.2_tpm_unstranded', 'AC007092.1_tpm_unstranded', 'AC023385.1_tpm_unstranded', 'AL158212.5_tpm_unstranded', 'AL355388.2_tpm_unstranded', 'AC079142.1_tpm_unstranded', 'AL355481.1_tpm_unstranded', 'AC091576.1_tpm_unstranded', 'AC023781.1_tpm_unstranded', 'AL137781.1_tpm_unstranded', 'AC115284.3_tpm_unstranded', 'LINC02834_tpm_unstranded', 'AL161443.1_tpm_unstranded', 'AC091951.4_tpm_unstranded', 'AL445259.1_tpm_unstranded', 'AC023509.6_tpm_unstranded', 'AP002381.2_tpm_unstranded', 'AL162718.2_tpm_unstranded', 'AC016383.2_tpm_unstranded', 'AP002433.2_tpm_unstranded', 'AL049825.1_tpm_unstranded', 'AL360267.2_tpm_unstranded', 'AC104260.3_tpm_unstranded', 'AL357140.4_tpm_unstranded', 'AC211476.5_tpm_unstranded', 'AL021918.3_tpm_unstranded', 'AC004765.1_tpm_unstranded', 'AC090692.2_tpm_unstranded', 'AL807776.1_tpm_unstranded', 'AL008720.1_tpm_unstranded', 'AL592164.2_tpm_unstranded', 'AC012184.4_tpm_unstranded', 'LINC02835_tpm_unstranded', 'AC068707.1_tpm_unstranded', 'AL159158.1_tpm_unstranded', 'AC063960.1_tpm_unstranded', 'AC004129.3_tpm_unstranded', 'AL162719.1_tpm_unstranded', 'AL353072.2_tpm_unstranded', 'AL356275.1_tpm_unstranded', 'AC207130.1_tpm_unstranded', 'AC092110.1_tpm_unstranded', 'AC004967.2_tpm_unstranded', 'AL031121.3_tpm_unstranded', 'AL136419.2_tpm_unstranded', 'AC098484.4_tpm_unstranded', 'AC103874.1_tpm_unstranded', 'Z94721.3_tpm_unstranded', 'AC090644.1_tpm_unstranded', 'AC121334.3_tpm_unstranded', 'AC005414.1_tpm_unstranded', 'LINC02717_tpm_unstranded', 'AC131025.3_tpm_unstranded', 'LINC02680_tpm_unstranded', 'AC098969.1_tpm_unstranded', 'AC010157.2_tpm_unstranded', 'AC090692.3_tpm_unstranded', 'AC005999.2_tpm_unstranded', 'AL445604.1_tpm_unstranded', 'AL158210.1_tpm_unstranded', 'AC083837.1_tpm_unstranded', 'AL133485.3_tpm_unstranded', 'AC090337.2_tpm_unstranded', 'AL157385.2_tpm_unstranded', 'AC021723.2_tpm_unstranded', 'CDC42-AS1_tpm_unstranded', 'AC008170.1_tpm_unstranded', 'AC132153.1_tpm_unstranded', 'BX890604.1_tpm_unstranded', 'AC036214.4_tpm_unstranded', 'AL138885.3_tpm_unstranded', 'AL645939.5_tpm_unstranded', 'AL358777.3_tpm_unstranded', 'AL445989.2_tpm_unstranded', 'AC092042.4_tpm_unstranded', 'LINC02849_tpm_unstranded', 'AP003100.2_tpm_unstranded', 'AC018653.4_tpm_unstranded', 'AL139095.5_tpm_unstranded', 'AL161893.1_tpm_unstranded', 'AL133444.1_tpm_unstranded', 'AC109136.1_tpm_unstranded', 'AL591463.1_tpm_unstranded', 'AC109129.1_tpm_unstranded', 'AC116099.1_tpm_unstranded', 'AC098588.3_tpm_unstranded', 'AL353595.1_tpm_unstranded', 'AC003950.1_tpm_unstranded', 'AC074325.1_tpm_unstranded', 'AC099782.1_tpm_unstranded', 'AL162717.1_tpm_unstranded', 'AC021517.3_tpm_unstranded', 'AC040169.4_tpm_unstranded', 'ANAPC1P2_tpm_unstranded', 'AL162458.1_tpm_unstranded', 'AL512658.2_tpm_unstranded', 'AC092958.4_tpm_unstranded', 'AC026462.5_tpm_unstranded', 'AL133268.4_tpm_unstranded', 'AL450043.1_tpm_unstranded', 'AL442003.1_tpm_unstranded', 'AC025774.1_tpm_unstranded', 'AC012378.2_tpm_unstranded', 'AL391560.1_tpm_unstranded', 'AL353768.2_tpm_unstranded', 'LINC02797_tpm_unstranded', 'AC093295.1_tpm_unstranded', 'AC018511.6_tpm_unstranded', 'AL355677.1_tpm_unstranded', 'AL390719.3_tpm_unstranded', 'AP000813.1_tpm_unstranded', 'AC105213.1_tpm_unstranded', 'AC131180.1_tpm_unstranded', 'AL157829.1_tpm_unstranded', 'AC011899.3_tpm_unstranded', 'AC129926.2_tpm_unstranded', 'LINC02793_tpm_unstranded', 'AL353796.2_tpm_unstranded', 'CCDC15-DT_tpm_unstranded', 'AL356807.1_tpm_unstranded', 'AC005921.4_tpm_unstranded', 'AL109628.2_tpm_unstranded', 'AC027329.1_tpm_unstranded', 'AL590989.1_tpm_unstranded', 'AL356413.1_tpm_unstranded', 'AP000676.5_tpm_unstranded', 'AC092896.1_tpm_unstranded', 'AL646090.2_tpm_unstranded', 'AL353648.1_tpm_unstranded', 'AC005692.3_tpm_unstranded', 'AP000820.2_tpm_unstranded', 'FO393414.3_tpm_unstranded', 'AL392086.1_tpm_unstranded', 'AL358613.3_tpm_unstranded', 'AL713852.1_tpm_unstranded', 'AC025280.3_tpm_unstranded', 'AL021918.4_tpm_unstranded', 'AC009152.3_tpm_unstranded', 'AL359762.3_tpm_unstranded', 'AL353147.1_tpm_unstranded', 'AL137802.3_tpm_unstranded', 'Z72006.1_tpm_unstranded', 'AL353704.1_tpm_unstranded', 'AC016727.3_tpm_unstranded', 'AL137005.1_tpm_unstranded', 'AL512598.2_tpm_unstranded', 'AC010677.2_tpm_unstranded', 'AC026991.2_tpm_unstranded', 'AC009554.2_tpm_unstranded', 'AP000593.4_tpm_unstranded', 'AC010285.3_tpm_unstranded', 'LINC02852_tpm_unstranded', 'BX470102.2_tpm_unstranded', 'LINC02858_tpm_unstranded', 'AC012673.1_tpm_unstranded', 'AL359844.1_tpm_unstranded', 'AC007240.3_tpm_unstranded', 'AL445253.1_tpm_unstranded', 'AL035446.2_tpm_unstranded', 'AC093912.1_tpm_unstranded', 'AC007448.5_tpm_unstranded', 'AP002961.1_tpm_unstranded', 'AC018628.2_tpm_unstranded', 'AC105206.3_tpm_unstranded', 'AC093516.1_tpm_unstranded', 'AC123784.1_tpm_unstranded', 'AL022345.4_tpm_unstranded', 'AC092058.1_tpm_unstranded', 'AC211476.6_tpm_unstranded', 'AL009176.1_tpm_unstranded', 'Z85996.2_tpm_unstranded', 'AL355312.4_tpm_unstranded', 'AC009623.3_tpm_unstranded', 'AC006043.1_tpm_unstranded', 'AL136372.2_tpm_unstranded', 'AP003557.2_tpm_unstranded', 'AC074281.1_tpm_unstranded', 'AC007317.1_tpm_unstranded', 'AL023574.1_tpm_unstranded', 'AC079177.1_tpm_unstranded', 'AL136442.1_tpm_unstranded', 'AC006452.1_tpm_unstranded', 'BMP8B-AS1_tpm_unstranded', 'AC083855.2_tpm_unstranded', 'AL161910.1_tpm_unstranded', 'AC080128.2_tpm_unstranded', 'AP002762.2_tpm_unstranded', 'AL513013.1_tpm_unstranded', 'AL391834.3_tpm_unstranded', 'AC022440.1_tpm_unstranded', 'AC015819.5_tpm_unstranded', 'AL109924.4_tpm_unstranded', 'AC092376.3_tpm_unstranded', 'AC087639.2_tpm_unstranded', 'AP000779.1_tpm_unstranded', 'AC104453.1_tpm_unstranded', 'AL160171.1_tpm_unstranded', 'AC007391.2_tpm_unstranded', 'AC005082.2_tpm_unstranded', 'AC103591.4_tpm_unstranded', 'AL353789.1_tpm_unstranded', 'AC015813.8_tpm_unstranded', 'AC005495.1_tpm_unstranded', 'AP003498.2_tpm_unstranded', 'AC091074.2_tpm_unstranded', 'AL159978.1_tpm_unstranded', 'AL392024.1_tpm_unstranded', 'AC034268.2_tpm_unstranded', 'AC009899.1_tpm_unstranded', 'AL133257.1_tpm_unstranded', 'AC242022.2_tpm_unstranded', 'AC123768.4_tpm_unstranded', 'AC020663.4_tpm_unstranded', 'AC119428.2_tpm_unstranded', 'BX842242.1_tpm_unstranded', 'AC019257.9_tpm_unstranded', 'AC073174.1_tpm_unstranded', 'AL590556.3_tpm_unstranded', 'AC005100.2_tpm_unstranded', 'AL590814.1_tpm_unstranded', 'AL035467.2_tpm_unstranded', 'AC002074.2_tpm_unstranded', 'AC007686.4_tpm_unstranded', 'NIPBL-DT_tpm_unstranded', 'AL022324.4_tpm_unstranded', 'AC087591.1_tpm_unstranded', 'AC106820.6_tpm_unstranded', 'AC023095.1_tpm_unstranded', 'CERNA2_tpm_unstranded', 'AC063960.2_tpm_unstranded', 'AC026624.1_tpm_unstranded', 'AC022068.1_tpm_unstranded', 'AC009090.6_tpm_unstranded', 'AP003025.2_tpm_unstranded', 'AL591888.1_tpm_unstranded', 'AC009301.1_tpm_unstranded', 'LINC02689_tpm_unstranded', 'AL157886.1_tpm_unstranded', 'AL392086.2_tpm_unstranded', 'AC120036.5_tpm_unstranded', 'AC018931.1_tpm_unstranded', 'AL731559.1_tpm_unstranded', 'AC006116.9_tpm_unstranded', 'AC008391.1_tpm_unstranded', 'AC104790.1_tpm_unstranded', 'AC025442.2_tpm_unstranded', 'AC234775.3_tpm_unstranded', 'AC010987.1_tpm_unstranded', 'AC110992.1_tpm_unstranded', 'AC124944.3_tpm_unstranded', 'AL109828.1_tpm_unstranded', 'AC148477.10_tpm_unstranded', 'AC244213.1_tpm_unstranded', 'AC108925.1_tpm_unstranded', 'AC062037.3_tpm_unstranded', 'AC005050.2_tpm_unstranded', 'AC079949.3_tpm_unstranded', 'AC011322.1_tpm_unstranded', 'AF129075.3_tpm_unstranded', 'AC011997.2_tpm_unstranded', 'LINC02822_tpm_unstranded', 'AP001924.1_tpm_unstranded', 'AC026803.3_tpm_unstranded', 'AC079776.4_tpm_unstranded', 'PCSEAT_tpm_unstranded', 'AP002008.4_tpm_unstranded', 'AC232271.2_tpm_unstranded', 'CR381670.2_tpm_unstranded', 'AC100822.1_tpm_unstranded', 'AC073840.1_tpm_unstranded', 'AC017099.2_tpm_unstranded', 'AC011479.4_tpm_unstranded', 'AC093849.2_tpm_unstranded', 'AL158058.2_tpm_unstranded', 'AC074139.1_tpm_unstranded', 'LCAL1_tpm_unstranded', 'AC091214.1_tpm_unstranded', 'AP001977.1_tpm_unstranded', 'AC005034.6_tpm_unstranded', 'AC093898.1_tpm_unstranded', 'AC093894.1_tpm_unstranded', 'AC008966.3_tpm_unstranded', 'AC090016.1_tpm_unstranded', 'AC012078.2_tpm_unstranded', 'AC244102.3_tpm_unstranded', 'AL109955.1_tpm_unstranded', 'AC093890.2_tpm_unstranded', 'AC008055.2_tpm_unstranded', 'AC018865.2_tpm_unstranded', 'AC005538.3_tpm_unstranded', 'AL365256.1_tpm_unstranded', 'RCAN3AS_tpm_unstranded', 'AC092353.2_tpm_unstranded', 'AL121888.1_tpm_unstranded', 'SLFN12L_tpm_unstranded', 'AC097375.4_tpm_unstranded', 'AC004263.2_tpm_unstranded', 'AC010974.2_tpm_unstranded', 'AC076968.2_tpm_unstranded', 'AL136171.2_tpm_unstranded', 'AC002072.1_tpm_unstranded', 'AC110795.1_tpm_unstranded', 'AC005050.3_tpm_unstranded', 'AL158141.1_tpm_unstranded', 'AL391056.2_tpm_unstranded', 'AC011477.7_tpm_unstranded', 'AC016682.1_tpm_unstranded', 'AL133493.1_tpm_unstranded', 'AL132981.1_tpm_unstranded', 'AL096794.1_tpm_unstranded', 'AL109653.3_tpm_unstranded', 'AC099661.1_tpm_unstranded', 'AL133331.1_tpm_unstranded', 'AC095057.4_tpm_unstranded', 'AC034110.1_tpm_unstranded', 'AC117503.5_tpm_unstranded', 'AC022267.1_tpm_unstranded', 'AC108517.2_tpm_unstranded', 'AL390800.1_tpm_unstranded', 'AL008725.1_tpm_unstranded', 'AC093894.2_tpm_unstranded', 'AC124864.2_tpm_unstranded', 'AC016629.3_tpm_unstranded', 'AC007655.2_tpm_unstranded', 'AL359916.1_tpm_unstranded', 'AL357972.1_tpm_unstranded', 'AC090983.2_tpm_unstranded', 'AC116362.2_tpm_unstranded', 'AC022868.1_tpm_unstranded', 'AC010092.1_tpm_unstranded', 'AL157394.3_tpm_unstranded', 'AL121894.3_tpm_unstranded', 'AC234031.1_tpm_unstranded', 'AC114798.1_tpm_unstranded', 'AC093298.2_tpm_unstranded', 'AC016074.2_tpm_unstranded', 'AL049828.2_tpm_unstranded', 'AC084277.1_tpm_unstranded', 'AC006115.2_tpm_unstranded', 'AP001095.1_tpm_unstranded', 'AP000553.8_tpm_unstranded', 'AC022413.2_tpm_unstranded', 'AC245060.7_tpm_unstranded', 'AC006040.1_tpm_unstranded', 'AC093817.2_tpm_unstranded', 'AC114930.1_tpm_unstranded', 'AC107071.1_tpm_unstranded', 'AC010336.7_tpm_unstranded', 'AC097480.2_tpm_unstranded', 'AL122018.2_tpm_unstranded', 'Z97056.2_tpm_unstranded', 'AC068282.1_tpm_unstranded', 'AC092445.1_tpm_unstranded', 'AC097459.1_tpm_unstranded', 'AC096555.1_tpm_unstranded', 'AP000331.1_tpm_unstranded', 'AC009974.2_tpm_unstranded', 'AC011467.6_tpm_unstranded', 'AL034548.2_tpm_unstranded', 'AL035106.1_tpm_unstranded', 'AC113618.2_tpm_unstranded', 'AC104066.4_tpm_unstranded', 'AL162253.2_tpm_unstranded', 'AC002377.1_tpm_unstranded', 'AC034222.2_tpm_unstranded', 'AC105402.1_tpm_unstranded', 'AC024937.3_tpm_unstranded', 'AC011233.2_tpm_unstranded', 'AC073140.1_tpm_unstranded', 'AL596330.1_tpm_unstranded', 'AC116317.1_tpm_unstranded', 'AC011462.5_tpm_unstranded', 'AL139351.2_tpm_unstranded', 'AC073140.2_tpm_unstranded', 'AC232271.3_tpm_unstranded', 'AC112172.2_tpm_unstranded', 'AC124861.2_tpm_unstranded', 'AC018445.5_tpm_unstranded', 'AC024236.1_tpm_unstranded', 'AC023787.1_tpm_unstranded', 'AC108021.1_tpm_unstranded', 'AL158195.1_tpm_unstranded', 'AC025449.2_tpm_unstranded', 'AC138207.9_tpm_unstranded', 'AC007666.2_tpm_unstranded', 'AL162586.2_tpm_unstranded', 'AC084364.3_tpm_unstranded', 'AL606753.2_tpm_unstranded', 'AC008281.1_tpm_unstranded', 'AC011751.1_tpm_unstranded', 'AC068616.1_tpm_unstranded', 'AC025475.2_tpm_unstranded', 'AC139887.5_tpm_unstranded', 'AC097499.2_tpm_unstranded', 'AC012443.2_tpm_unstranded', 'AC093838.1_tpm_unstranded', 'AC005252.4_tpm_unstranded', 'AL161640.2_tpm_unstranded', 'AC098817.1_tpm_unstranded', 'AC097654.1_tpm_unstranded', 'AC092803.2_tpm_unstranded', 'AUXG01000058.1_tpm_unstranded', 'AC104335.1_tpm_unstranded', 'LINC00279_tpm_unstranded', 'AC005040.2_tpm_unstranded', 'AP001255.1_tpm_unstranded', 'AC064836.3_tpm_unstranded', 'AC079163.2_tpm_unstranded', 'AC093849.3_tpm_unstranded', 'AC011754.2_tpm_unstranded', 'AL133335.1_tpm_unstranded', 'AC010327.7_tpm_unstranded', 'AL365229.1_tpm_unstranded', 'AC087885.1_tpm_unstranded', 'AC079790.2_tpm_unstranded', 'AC018755.5_tpm_unstranded', 'AC106821.2_tpm_unstranded', 'AL034422.1_tpm_unstranded', 'AC080089.2_tpm_unstranded', 'AC018797.3_tpm_unstranded', 'AC073046.3_tpm_unstranded', 'AC125437.3_tpm_unstranded', 'AC130404.2_tpm_unstranded', 'AC009494.2_tpm_unstranded', 'AC069209.2_tpm_unstranded', 'AC016743.1_tpm_unstranded', 'AL161945.1_tpm_unstranded', 'AC097528.1_tpm_unstranded', 'AC096763.1_tpm_unstranded', 'AC091889.1_tpm_unstranded', 'AC084871.3_tpm_unstranded', 'AL137100.3_tpm_unstranded', 'AC089983.2_tpm_unstranded', 'AC078820.2_tpm_unstranded', 'AC092604.1_tpm_unstranded', 'BX322557.2_tpm_unstranded', 'AL391832.4_tpm_unstranded', 'AC104370.1_tpm_unstranded', 'AC092661.1_tpm_unstranded', 'AL591074.2_tpm_unstranded', 'AC008945.2_tpm_unstranded', 'AC093843.2_tpm_unstranded', 'AC078816.1_tpm_unstranded', 'AC008679.1_tpm_unstranded', 'AC061979.1_tpm_unstranded', 'AL390066.2_tpm_unstranded', 'AL009177.1_tpm_unstranded', 'AL136096.1_tpm_unstranded', 'AC108721.2_tpm_unstranded', 'AC108063.2_tpm_unstranded', 'AL353152.2_tpm_unstranded', 'AC021733.4_tpm_unstranded', 'AC016383.3_tpm_unstranded', 'AL590681.1_tpm_unstranded', 'AL138778.1_tpm_unstranded', 'AL158065.1_tpm_unstranded', 'AL109809.4_tpm_unstranded', 'AL133482.1_tpm_unstranded', 'AC011593.1_tpm_unstranded', 'AC004047.1_tpm_unstranded', 'AC099343.3_tpm_unstranded', 'AP005901.5_tpm_unstranded', 'AC107398.5_tpm_unstranded', 'AL450307.1_tpm_unstranded', 'AC018445.6_tpm_unstranded', 'AC006445.3_tpm_unstranded', 'AL121938.1_tpm_unstranded', 'AC007350.1_tpm_unstranded', 'AL662873.1_tpm_unstranded', 'AC084724.1_tpm_unstranded', 'AC007528.1_tpm_unstranded', 'AC004893.2_tpm_unstranded', 'AL139811.1_tpm_unstranded', 'AC017028.1_tpm_unstranded', 'AC084114.1_tpm_unstranded', 'AL160410.1_tpm_unstranded', 'AC008443.6_tpm_unstranded', 'AL034550.3_tpm_unstranded', 'AL157769.1_tpm_unstranded', 'AL360178.1_tpm_unstranded', 'AC010359.3_tpm_unstranded', 'AC087175.1_tpm_unstranded', 'Z93020.1_tpm_unstranded', 'AC117469.1_tpm_unstranded', 'AC096576.7_tpm_unstranded', 'AL135978.1_tpm_unstranded', 'AC108053.1_tpm_unstranded', 'AC093791.2_tpm_unstranded', 'AL356218.2_tpm_unstranded', 'AC004080.17_tpm_unstranded', 'AL033381.3_tpm_unstranded', 'AC124861.3_tpm_unstranded', 'Z95115.2_tpm_unstranded', 'AL035427.2_tpm_unstranded', 'AC079052.1_tpm_unstranded', 'AC108690.1_tpm_unstranded', 'AL353660.1_tpm_unstranded', 'AC011388.1_tpm_unstranded', 'AL353637.2_tpm_unstranded', 'AC004828.2_tpm_unstranded', 'AL161430.1_tpm_unstranded', 'AC009230.1_tpm_unstranded', 'AC025370.2_tpm_unstranded', 'AC099487.2_tpm_unstranded', 'Z99496.1_tpm_unstranded', 'AL356776.2_tpm_unstranded', 'AP002762.3_tpm_unstranded', 'AC073210.3_tpm_unstranded', 'AL359436.1_tpm_unstranded', 'AL357127.2_tpm_unstranded', 'AP002001.3_tpm_unstranded', 'AC021613.3_tpm_unstranded', 'AC114802.1_tpm_unstranded', 'AC084834.1_tpm_unstranded', 'AC108471.3_tpm_unstranded', 'AC091393.2_tpm_unstranded', 'AC046129.1_tpm_unstranded', 'AC104451.2_tpm_unstranded', 'AC115282.1_tpm_unstranded', 'AC079384.2_tpm_unstranded', 'AL355834.2_tpm_unstranded', 'AC135726.1_tpm_unstranded', 'AC106742.1_tpm_unstranded', 'AC096647.1_tpm_unstranded', 'AL844892.1_tpm_unstranded', 'AC107081.3_tpm_unstranded', 'AC092944.3_tpm_unstranded', 'AP005717.2_tpm_unstranded', 'AC087427.1_tpm_unstranded', 'AL512308.1_tpm_unstranded', 'AP000553.9_tpm_unstranded', 'AC005052.2_tpm_unstranded', 'AC000072.1_tpm_unstranded', 'AL031767.2_tpm_unstranded', 'AP002813.1_tpm_unstranded', 'AC064856.1_tpm_unstranded', 'AC097450.1_tpm_unstranded', 'AL449223.1_tpm_unstranded', 'AC022387.2_tpm_unstranded', 'AP001999.3_tpm_unstranded', 'AL512590.3_tpm_unstranded', 'AC006041.2_tpm_unstranded', 'AC114964.2_tpm_unstranded', 'AL713852.2_tpm_unstranded', 'AL591845.1_tpm_unstranded', 'AC084864.2_tpm_unstranded', 'AL078622.1_tpm_unstranded', 'AC090707.2_tpm_unstranded', 'AC096645.1_tpm_unstranded', 'AC019159.2_tpm_unstranded', 'AL445255.1_tpm_unstranded', 'AC005888.1_tpm_unstranded', 'AC007432.1_tpm_unstranded', 'AC026748.7_tpm_unstranded', 'AL731702.1_tpm_unstranded', 'AC002465.1_tpm_unstranded', 'AL592078.2_tpm_unstranded', 'Z97192.4_tpm_unstranded', 'AC117373.2_tpm_unstranded', 'AL158038.1_tpm_unstranded', 'AC115220.2_tpm_unstranded', 'AL360013.3_tpm_unstranded', 'AC104634.1_tpm_unstranded', 'AC110926.1_tpm_unstranded', 'AC069547.2_tpm_unstranded', 'AC090629.1_tpm_unstranded', 'AC010378.1_tpm_unstranded', 'AC011228.2_tpm_unstranded', 'AL132799.1_tpm_unstranded', 'AC004863.1_tpm_unstranded', 'AC113410.4_tpm_unstranded', 'AL391839.3_tpm_unstranded', 'AC089985.1_tpm_unstranded', 'AC002458.1_tpm_unstranded', 'AC007682.1_tpm_unstranded', 'AL355501.1_tpm_unstranded', 'AL390791.1_tpm_unstranded', 'AC017050.1_tpm_unstranded', 'AL442067.3_tpm_unstranded', 'AL133334.1_tpm_unstranded', 'AC018716.2_tpm_unstranded', 'AC097637.3_tpm_unstranded', 'AC093796.1_tpm_unstranded', 'AL360013.4_tpm_unstranded', 'AL445984.2_tpm_unstranded', 'AC004817.5_tpm_unstranded', 'AL157996.2_tpm_unstranded', 'AL773573.1_tpm_unstranded', 'AC090936.1_tpm_unstranded', 'AC009486.2_tpm_unstranded', 'AL161731.1_tpm_unstranded', 'BX004807.1_tpm_unstranded', 'AC020558.6_tpm_unstranded', 'BX842570.1_tpm_unstranded', 'AC109472.1_tpm_unstranded', 'AL020997.4_tpm_unstranded', 'AC007656.4_tpm_unstranded', 'AC025048.7_tpm_unstranded', 'AC099654.11_tpm_unstranded', 'AF111169.4_tpm_unstranded', 'AL591115.1_tpm_unstranded', 'AL354916.1_tpm_unstranded', 'Z97056.3_tpm_unstranded', 'AC016575.2_tpm_unstranded', 'AL512603.1_tpm_unstranded', 'AC091178.2_tpm_unstranded', 'AL035661.2_tpm_unstranded', 'AL355334.2_tpm_unstranded', 'AL353688.1_tpm_unstranded', 'AC109782.1_tpm_unstranded', 'AP006222.2_tpm_unstranded', 'AC016590.4_tpm_unstranded', 'AC021573.1_tpm_unstranded', 'AL499602.1_tpm_unstranded', 'AL355596.2_tpm_unstranded', 'AC012081.2_tpm_unstranded', 'AC091893.2_tpm_unstranded', 'AL162400.3_tpm_unstranded', 'AC016769.5_tpm_unstranded', 'AC009560.3_tpm_unstranded', 'AC083870.1_tpm_unstranded', 'AP006287.3_tpm_unstranded', 'AC006538.4_tpm_unstranded', 'AC024730.1_tpm_unstranded', 'AC092850.2_tpm_unstranded', 'AP002755.1_tpm_unstranded', 'AL583809.1_tpm_unstranded', 'AC068408.2_tpm_unstranded', 'AC069280.2_tpm_unstranded', 'AC108052.1_tpm_unstranded', 'AC010251.1_tpm_unstranded', 'AL445668.1_tpm_unstranded', 'AL034427.1_tpm_unstranded', 'AC027250.2_tpm_unstranded', 'AL035252.5_tpm_unstranded', 'AC133485.7_tpm_unstranded', 'AL355672.1_tpm_unstranded', 'AL592156.1_tpm_unstranded', 'AC079030.1_tpm_unstranded', 'AC095038.4_tpm_unstranded', 'AC007130.1_tpm_unstranded', 'AL132718.1_tpm_unstranded', 'AC009501.2_tpm_unstranded', 'AC011246.1_tpm_unstranded', 'AL117344.2_tpm_unstranded', 'AL121762.1_tpm_unstranded', 'AC021451.2_tpm_unstranded', 'Z80897.1_tpm_unstranded', 'AL590483.4_tpm_unstranded', 'AC006398.1_tpm_unstranded', 'AC103858.3_tpm_unstranded', 'AC010789.2_tpm_unstranded', 'AC067942.4_tpm_unstranded', 'AL023553.1_tpm_unstranded', 'AC117509.1_tpm_unstranded', 'AC069214.1_tpm_unstranded', 'AC022325.2_tpm_unstranded', 'AC092079.2_tpm_unstranded', 'AL359764.1_tpm_unstranded', 'AP001924.2_tpm_unstranded', 'AL132982.1_tpm_unstranded', 'AP006219.2_tpm_unstranded', 'AL512643.2_tpm_unstranded', 'AC018545.1_tpm_unstranded', 'AL645768.1_tpm_unstranded', 'AC008462.1_tpm_unstranded', 'AC092745.4_tpm_unstranded', 'AC087468.2_tpm_unstranded', 'AC004947.3_tpm_unstranded', 'AC000050.2_tpm_unstranded', 'AC026408.1_tpm_unstranded', 'AC018695.8_tpm_unstranded', 'Z95118.2_tpm_unstranded', 'AL031768.2_tpm_unstranded', 'AC010982.2_tpm_unstranded', 'AL355870.2_tpm_unstranded', 'AC142116.2_tpm_unstranded', 'AC106719.1_tpm_unstranded', 'AP000696.2_tpm_unstranded', 'AL354743.1_tpm_unstranded', 'AC009236.1_tpm_unstranded', 'AC079851.1_tpm_unstranded', 'AC107881.1_tpm_unstranded', 'AL022151.1_tpm_unstranded', 'AC092567.2_tpm_unstranded', 'AC023787.2_tpm_unstranded', 'AC007652.2_tpm_unstranded', 'AL161665.2_tpm_unstranded', 'AC099506.3_tpm_unstranded', 'AC090398.2_tpm_unstranded', 'AC108057.1_tpm_unstranded', 'AC097015.1_tpm_unstranded', 'PARTICL_tpm_unstranded', 'AL078604.4_tpm_unstranded', 'AC021683.6_tpm_unstranded', 'AC139019.1_tpm_unstranded', 'AL591506.1_tpm_unstranded', 'AL512655.1_tpm_unstranded', 'AC008798.2_tpm_unstranded', 'AC073973.1_tpm_unstranded', 'AL096854.1_tpm_unstranded', 'AC105941.1_tpm_unstranded', 'AC124242.3_tpm_unstranded', 'AC138409.3_tpm_unstranded', 'AL359502.2_tpm_unstranded', 'AC092645.2_tpm_unstranded', 'AL079338.1_tpm_unstranded', 'AL157938.4_tpm_unstranded', 'AL596214.1_tpm_unstranded', 'AP001631.2_tpm_unstranded', 'AL591002.1_tpm_unstranded', 'AL355836.2_tpm_unstranded', 'AL390839.1_tpm_unstranded', 'AL357075.2_tpm_unstranded', 'AC021451.3_tpm_unstranded', 'AP003065.1_tpm_unstranded', 'AC091838.1_tpm_unstranded', 'AC104088.2_tpm_unstranded', 'AC098679.4_tpm_unstranded', 'AC099845.1_tpm_unstranded', 'AC011092.3_tpm_unstranded', 'Z98742.4_tpm_unstranded', 'AC078983.1_tpm_unstranded', 'AL593844.1_tpm_unstranded', 'AC006348.1_tpm_unstranded', 'AC023511.3_tpm_unstranded', 'AC092825.1_tpm_unstranded', 'AC007879.5_tpm_unstranded', 'AC245427.2_tpm_unstranded', 'AC104304.3_tpm_unstranded', 'AL359511.2_tpm_unstranded', 'AL592146.2_tpm_unstranded', 'AL136225.1_tpm_unstranded', 'AL356608.3_tpm_unstranded', 'AC121334.4_tpm_unstranded', 'AC117528.1_tpm_unstranded', 'AC092819.2_tpm_unstranded', 'AC023483.1_tpm_unstranded', 'AC034159.2_tpm_unstranded', 'AL450992.3_tpm_unstranded', 'AL161753.1_tpm_unstranded', 'AC105101.2_tpm_unstranded', 'AC023494.1_tpm_unstranded', 'AC104472.4_tpm_unstranded', 'AC084018.3_tpm_unstranded', 'AL133335.2_tpm_unstranded', 'AC104841.1_tpm_unstranded', 'AC005697.3_tpm_unstranded', 'AL132775.1_tpm_unstranded', 'AC006197.2_tpm_unstranded', 'LINC02885_tpm_unstranded', 'AP006261.1_tpm_unstranded', 'AL133493.2_tpm_unstranded', 'AL512358.1_tpm_unstranded', 'AC098595.1_tpm_unstranded', 'AL645507.1_tpm_unstranded', 'AC100756.3_tpm_unstranded', 'AC110611.1_tpm_unstranded', 'AC119427.2_tpm_unstranded', 'AC007563.3_tpm_unstranded', 'AC021660.4_tpm_unstranded', 'AC012101.1_tpm_unstranded', 'AC007100.2_tpm_unstranded', 'AC115100.1_tpm_unstranded', 'AC097468.3_tpm_unstranded', 'AL135818.3_tpm_unstranded', 'AC010201.3_tpm_unstranded', 'AL589166.1_tpm_unstranded', 'AL356433.1_tpm_unstranded', 'AC007405.4_tpm_unstranded', 'AL353774.1_tpm_unstranded', 'AC006213.7_tpm_unstranded', 'AC011416.4_tpm_unstranded', 'AL008730.1_tpm_unstranded', 'AC084167.1_tpm_unstranded', 'AC131944.1_tpm_unstranded', 'AC119673.2_tpm_unstranded', 'AC064843.1_tpm_unstranded', 'AC034111.2_tpm_unstranded', 'AC005041.4_tpm_unstranded', 'AC069421.2_tpm_unstranded', 'AC113370.1_tpm_unstranded', 'AC090469.1_tpm_unstranded', 'AP005900.1_tpm_unstranded', 'AL096828.5_tpm_unstranded', 'AC005803.1_tpm_unstranded', 'AL133240.2_tpm_unstranded', 'AL133405.1_tpm_unstranded', 'AC008751.3_tpm_unstranded', 'AL160400.1_tpm_unstranded', 'AC146507.3_tpm_unstranded', 'AC006112.1_tpm_unstranded', 'AL512356.4_tpm_unstranded', 'AC093765.2_tpm_unstranded', 'AC123595.2_tpm_unstranded', 'AC004879.1_tpm_unstranded', 'AC108073.3_tpm_unstranded', 'AC091646.1_tpm_unstranded', 'AP000248.1_tpm_unstranded', 'AC008443.7_tpm_unstranded', 'AC013267.1_tpm_unstranded', 'AL121933.2_tpm_unstranded', 'AC008459.1_tpm_unstranded', 'AC068931.1_tpm_unstranded', 'AC006566.2_tpm_unstranded', 'AL139234.1_tpm_unstranded', 'AL021918.5_tpm_unstranded', 'AC092125.2_tpm_unstranded', 'AC092636.1_tpm_unstranded', 'AL158011.1_tpm_unstranded', 'AC008875.2_tpm_unstranded', 'AC008453.2_tpm_unstranded', 'AC005153.1_tpm_unstranded', 'Z99716.2_tpm_unstranded', 'AC068633.2_tpm_unstranded', 'AC092933.2_tpm_unstranded', 'AC087894.3_tpm_unstranded', 'AL513524.1_tpm_unstranded', 'AC104689.2_tpm_unstranded', 'AP000648.9_tpm_unstranded', 'AL663058.2_tpm_unstranded', 'AC010641.2_tpm_unstranded', 'AL391730.2_tpm_unstranded', 'AC008532.1_tpm_unstranded', 'AL450467.1_tpm_unstranded', 'AC025253.2_tpm_unstranded', 'AL096712.2_tpm_unstranded', 'AL121935.3_tpm_unstranded', 'AC068700.2_tpm_unstranded', 'AP006545.3_tpm_unstranded', 'AC007649.1_tpm_unstranded', 'AC073225.1_tpm_unstranded', 'AL713998.3_tpm_unstranded', 'AF235103.3_tpm_unstranded', 'AC025262.3_tpm_unstranded', 'AL512424.1_tpm_unstranded', 'AL358976.1_tpm_unstranded', 'AL158077.2_tpm_unstranded', 'AL136040.2_tpm_unstranded', 'AC022535.2_tpm_unstranded', 'AP002748.6_tpm_unstranded', 'AC090946.1_tpm_unstranded', 'AC011351.1_tpm_unstranded', 'AL590009.1_tpm_unstranded', 'AC118469.2_tpm_unstranded', 'AC105230.1_tpm_unstranded', 'AL161935.3_tpm_unstranded', 'AC026316.5_tpm_unstranded', 'AC090826.3_tpm_unstranded', 'AC092623.1_tpm_unstranded', 'AC027612.3_tpm_unstranded', 'AC084198.2_tpm_unstranded', 'AC108075.1_tpm_unstranded', 'AC044893.2_tpm_unstranded', 'AC005682.2_tpm_unstranded', 'AC079140.6_tpm_unstranded', 'AC010896.1_tpm_unstranded', 'AP003783.1_tpm_unstranded', 'AL138997.1_tpm_unstranded', 'AC188617.1_tpm_unstranded', 'AC105343.2_tpm_unstranded', 'AC002331.1_tpm_unstranded', 'AC113348.3_tpm_unstranded', 'AC093001.2_tpm_unstranded', 'AL589863.2_tpm_unstranded', 'AC108452.1_tpm_unstranded', 'AP001407.1_tpm_unstranded', 'AC007066.3_tpm_unstranded', 'AL391811.1_tpm_unstranded', 'AC097375.5_tpm_unstranded', 'AC010623.1_tpm_unstranded', 'AC009244.1_tpm_unstranded', 'AL021368.5_tpm_unstranded', 'AL732509.1_tpm_unstranded', 'AC018706.1_tpm_unstranded', 'AC123786.3_tpm_unstranded', 'AC009236.2_tpm_unstranded', 'AC137695.3_tpm_unstranded', 'AL365295.2_tpm_unstranded', 'AP001360.2_tpm_unstranded', 'AC091181.2_tpm_unstranded', 'LINC02348_tpm_unstranded', 'AC133530.1_tpm_unstranded', 'AC126182.3_tpm_unstranded', 'AC005753.2_tpm_unstranded', 'AC092168.3_tpm_unstranded', 'AC073968.2_tpm_unstranded', 'AC007387.1_tpm_unstranded', 'AL353612.2_tpm_unstranded', 'AC008766.1_tpm_unstranded', 'AC000065.1_tpm_unstranded', 'AC127540.2_tpm_unstranded', 'AC114311.1_tpm_unstranded', 'AL590807.1_tpm_unstranded', 'AL627095.2_tpm_unstranded', 'AC145625.2_tpm_unstranded', 'AC008571.2_tpm_unstranded', 'AC015802.7_tpm_unstranded', 'AC140168.1_tpm_unstranded', 'AC022509.5_tpm_unstranded', 'AC091978.1_tpm_unstranded', 'AL031290.1_tpm_unstranded', 'AC135893.1_tpm_unstranded', 'AP000769.6_tpm_unstranded', 'AL137139.2_tpm_unstranded', 'AL445438.1_tpm_unstranded', 'AC092718.9_tpm_unstranded', 'AL022069.3_tpm_unstranded', 'AC112242.2_tpm_unstranded', 'AC012533.1_tpm_unstranded', 'AC188617.2_tpm_unstranded', 'AP005899.2_tpm_unstranded', 'AC091010.1_tpm_unstranded', 'AL023877.1_tpm_unstranded', 'AC064869.1_tpm_unstranded', 'AC100825.1_tpm_unstranded', 'AC097658.3_tpm_unstranded', 'AC009410.1_tpm_unstranded', 'AL353593.3_tpm_unstranded', 'AL122003.2_tpm_unstranded', 'AL355526.2_tpm_unstranded', 'AC093610.1_tpm_unstranded', 'AC012301.2_tpm_unstranded', 'AC013265.1_tpm_unstranded', 'AL139081.2_tpm_unstranded', 'AL139379.1_tpm_unstranded', 'AC099332.1_tpm_unstranded', 'AL355377.3_tpm_unstranded', 'AC116611.1_tpm_unstranded', 'LINC01622_tpm_unstranded', 'AC116158.3_tpm_unstranded', 'AL110114.1_tpm_unstranded', 'AC004687.3_tpm_unstranded', 'AL161645.2_tpm_unstranded', 'AC010494.1_tpm_unstranded', 'AC079949.5_tpm_unstranded', 'AC005703.6_tpm_unstranded', 'Z70719.1_tpm_unstranded', 'AL161652.1_tpm_unstranded', 'AC010883.2_tpm_unstranded', 'AC009315.1_tpm_unstranded', 'AC022832.2_tpm_unstranded', 'AC124066.1_tpm_unstranded', 'AC090348.1_tpm_unstranded', 'BX546033.1_tpm_unstranded', 'AC104459.1_tpm_unstranded', 'AL109824.1_tpm_unstranded', 'AC025871.3_tpm_unstranded', 'AL138716.1_tpm_unstranded', 'AC080005.1_tpm_unstranded', 'AC093639.2_tpm_unstranded', 'AC092338.3_tpm_unstranded', 'AC008964.1_tpm_unstranded', 'AL513128.3_tpm_unstranded', 'AL353138.1_tpm_unstranded', 'AP001120.5_tpm_unstranded', 'AC015871.6_tpm_unstranded', 'AP005242.5_tpm_unstranded', 'AP005273.2_tpm_unstranded', 'AC105339.6_tpm_unstranded', 'AC008496.3_tpm_unstranded', 'Z98745.1_tpm_unstranded', 'AL590027.1_tpm_unstranded', 'AC019193.4_tpm_unstranded', 'AC112504.3_tpm_unstranded', 'AL583829.1_tpm_unstranded', 'AL353704.2_tpm_unstranded', 'AL096870.10_tpm_unstranded', 'AL136129.1_tpm_unstranded', 'AC072026.2_tpm_unstranded', 'AC008883.3_tpm_unstranded', 'AC093798.1_tpm_unstranded', 'AC105052.5_tpm_unstranded', 'AC244472.1_tpm_unstranded', 'AL157831.3_tpm_unstranded', 'AC097532.3_tpm_unstranded', 'AL360020.1_tpm_unstranded', 'AL133477.1_tpm_unstranded', 'AC092844.1_tpm_unstranded', 'AC087533.1_tpm_unstranded', 'AL356379.2_tpm_unstranded', 'AC093240.1_tpm_unstranded', 'AL451127.2_tpm_unstranded', 'AC010528.2_tpm_unstranded', 'AL353752.2_tpm_unstranded', 'AL160159.1_tpm_unstranded', 'AC068688.1_tpm_unstranded', 'AC007343.1_tpm_unstranded', 'Z93943.1_tpm_unstranded', 'AC007036.5_tpm_unstranded', 'AC009570.2_tpm_unstranded', 'AC009152.6_tpm_unstranded', 'AL358232.2_tpm_unstranded', 'AC097517.1_tpm_unstranded', 'AP000696.3_tpm_unstranded', 'AC008786.1_tpm_unstranded', 'AC079382.2_tpm_unstranded', 'AC074024.1_tpm_unstranded', 'AC061708.1_tpm_unstranded', 'AC007463.2_tpm_unstranded', 'AL355361.1_tpm_unstranded', 'AL158214.2_tpm_unstranded', 'AC093840.2_tpm_unstranded', 'AL049779.4_tpm_unstranded', 'AC017037.5_tpm_unstranded', 'AL513166.1_tpm_unstranded', 'AC012076.1_tpm_unstranded', 'AL391097.3_tpm_unstranded', 'AC006063.3_tpm_unstranded', 'AC008798.3_tpm_unstranded', 'AC074290.1_tpm_unstranded', 'AC022276.1_tpm_unstranded', 'AL121981.1_tpm_unstranded', 'AL139090.1_tpm_unstranded', 'AC024270.4_tpm_unstranded', 'AC012306.3_tpm_unstranded', 'AC072054.1_tpm_unstranded', 'AL121977.2_tpm_unstranded', 'AC069540.2_tpm_unstranded', 'AC090510.4_tpm_unstranded', 'AC100805.1_tpm_unstranded', 'AC093639.3_tpm_unstranded', 'AC005258.2_tpm_unstranded', 'AL358780.1_tpm_unstranded', 'AC116428.1_tpm_unstranded', 'AC005041.5_tpm_unstranded', 'AC012060.1_tpm_unstranded', 'AL138824.1_tpm_unstranded', 'AJ011931.2_tpm_unstranded', 'AL355881.1_tpm_unstranded', 'AC006427.2_tpm_unstranded', 'AC096589.1_tpm_unstranded', 'AC055840.1_tpm_unstranded', 'AC080132.1_tpm_unstranded', 'AC084212.1_tpm_unstranded', 'AC015660.5_tpm_unstranded', 'AC009141.1_tpm_unstranded', 'AC092745.5_tpm_unstranded', 'AC112236.3_tpm_unstranded', 'AC090515.6_tpm_unstranded', 'AL049569.2_tpm_unstranded', 'AL139286.2_tpm_unstranded', 'AL590235.2_tpm_unstranded', 'Z69667.1_tpm_unstranded', 'AP001595.2_tpm_unstranded', 'AC078874.1_tpm_unstranded', 'AC093675.1_tpm_unstranded', 'AL160154.1_tpm_unstranded', 'AC123512.1_tpm_unstranded', 'AC006459.1_tpm_unstranded', 'AC024560.4_tpm_unstranded', 'AC087269.3_tpm_unstranded', 'AC009533.3_tpm_unstranded', 'AC006008.1_tpm_unstranded', 'AC092943.2_tpm_unstranded', 'AL365214.3_tpm_unstranded', 'AC096992.3_tpm_unstranded', 'AC022308.1_tpm_unstranded', 'AL035411.3_tpm_unstranded', 'AC133681.1_tpm_unstranded', 'AC004522.4_tpm_unstranded', 'AC068787.2_tpm_unstranded', 'AC004522.5_tpm_unstranded', 'AL139815.1_tpm_unstranded', 'AP002505.3_tpm_unstranded', 'AC103955.1_tpm_unstranded', 'AC012325.1_tpm_unstranded', 'AL138954.1_tpm_unstranded', 'AL136419.3_tpm_unstranded', 'AC013716.1_tpm_unstranded', 'AL022170.1_tpm_unstranded', 'AC027251.1_tpm_unstranded', 'AC079296.2_tpm_unstranded', 'AL023913.1_tpm_unstranded', 'AC055788.1_tpm_unstranded', 'AC092849.2_tpm_unstranded', 'U82671.1_tpm_unstranded', 'MICB-DT_tpm_unstranded', 'AC244250.4_tpm_unstranded', 'AC017104.5_tpm_unstranded', 'AP001992.2_tpm_unstranded', 'AL137018.1_tpm_unstranded', 'AL513478.4_tpm_unstranded', 'AC024996.1_tpm_unstranded', 'AC022467.2_tpm_unstranded', 'AP000867.5_tpm_unstranded', 'AC008969.2_tpm_unstranded', 'AC087588.2_tpm_unstranded', 'AL356113.1_tpm_unstranded', 'AC093928.1_tpm_unstranded', 'AC122697.1_tpm_unstranded', 'AL033539.2_tpm_unstranded', 'AC100858.3_tpm_unstranded', 'AC117435.1_tpm_unstranded', 'AC079776.5_tpm_unstranded', 'AL365215.2_tpm_unstranded', 'AC104383.1_tpm_unstranded', 'AC009869.1_tpm_unstranded', 'AC091938.1_tpm_unstranded', 'AC027128.1_tpm_unstranded', 'AC074096.1_tpm_unstranded', 'AL136169.1_tpm_unstranded', 'AC108066.2_tpm_unstranded', 'AL137800.1_tpm_unstranded', 'AC104167.1_tpm_unstranded', 'AC087369.2_tpm_unstranded', 'AC010491.2_tpm_unstranded', 'AC012508.3_tpm_unstranded', 'AL035665.2_tpm_unstranded', 'AC087490.1_tpm_unstranded', 'AL662884.5_tpm_unstranded', 'AP005136.4_tpm_unstranded', 'AC084335.1_tpm_unstranded', 'Z83745.1_tpm_unstranded', 'AC107067.1_tpm_unstranded', 'AC005234.2_tpm_unstranded', 'AC020584.1_tpm_unstranded', 'AL731553.1_tpm_unstranded', 'AC016931.1_tpm_unstranded', 'AC109635.5_tpm_unstranded', 'AC090578.3_tpm_unstranded', 'AC022239.2_tpm_unstranded', 'AC026736.1_tpm_unstranded', 'AC006478.1_tpm_unstranded', 'AC024933.2_tpm_unstranded', 'AL691432.4_tpm_unstranded', 'AC016026.2_tpm_unstranded', 'AC012157.3_tpm_unstranded', 'AP001360.3_tpm_unstranded', 'AC035139.2_tpm_unstranded', 'AC069243.1_tpm_unstranded', 'AC092448.1_tpm_unstranded', 'AC099332.2_tpm_unstranded', 'AC005856.1_tpm_unstranded', 'AC103974.2_tpm_unstranded', 'AL121581.3_tpm_unstranded', 'AC024651.3_tpm_unstranded', 'AC010624.5_tpm_unstranded', 'AC008674.1_tpm_unstranded', 'AC007686.5_tpm_unstranded', 'AC090018.2_tpm_unstranded', 'AP003100.3_tpm_unstranded', 'AC087683.3_tpm_unstranded', 'AC099563.2_tpm_unstranded', 'AC021037.1_tpm_unstranded', 'AC130467.1_tpm_unstranded', 'AC003077.1_tpm_unstranded', 'AC108667.2_tpm_unstranded', 'AC087883.2_tpm_unstranded', 'AL161797.1_tpm_unstranded', 'AC010996.1_tpm_unstranded', 'AL591022.1_tpm_unstranded', 'AL161717.1_tpm_unstranded', 'AC095038.5_tpm_unstranded', 'AC091074.3_tpm_unstranded', 'AC097462.3_tpm_unstranded', 'AC079841.2_tpm_unstranded', 'AC018978.1_tpm_unstranded', 'AL022162.1_tpm_unstranded', 'AC079117.1_tpm_unstranded', 'AC068616.2_tpm_unstranded', 'AC004464.1_tpm_unstranded', 'AP003973.3_tpm_unstranded', 'AL162713.2_tpm_unstranded', 'AC107032.3_tpm_unstranded', 'AC093307.1_tpm_unstranded', 'AC018647.3_tpm_unstranded', 'AL590101.1_tpm_unstranded', 'AL050402.2_tpm_unstranded', 'AC138470.2_tpm_unstranded', 'AC018802.1_tpm_unstranded', 'AC097709.1_tpm_unstranded', 'AL162388.2_tpm_unstranded', 'AC006478.2_tpm_unstranded', 'AL590560.5_tpm_unstranded', 'AC079354.2_tpm_unstranded', 'AC090945.1_tpm_unstranded', 'AL392083.2_tpm_unstranded', 'AL139106.1_tpm_unstranded', 'AC072028.1_tpm_unstranded', 'AC092810.3_tpm_unstranded', 'AL133395.1_tpm_unstranded', 'AC096589.2_tpm_unstranded', 'AC124862.1_tpm_unstranded', 'AL021917.1_tpm_unstranded', 'AC121757.2_tpm_unstranded', 'AC016240.1_tpm_unstranded', 'AC107302.2_tpm_unstranded', 'AC113410.5_tpm_unstranded', 'AL359813.1_tpm_unstranded', 'AL606970.5_tpm_unstranded', 'AL358787.1_tpm_unstranded', 'AC026271.4_tpm_unstranded', 'AC090004.2_tpm_unstranded', 'AC021220.2_tpm_unstranded', 'AC124248.2_tpm_unstranded', 'AL121582.1_tpm_unstranded', 'AL356489.3_tpm_unstranded', 'AL606500.1_tpm_unstranded', 'AP005209.2_tpm_unstranded', 'AP000962.3_tpm_unstranded', 'AP004606.1_tpm_unstranded', 'AC061958.1_tpm_unstranded', 'AL499604.1_tpm_unstranded', 'AC021134.2_tpm_unstranded', 'AC106706.2_tpm_unstranded', 'AC137561.1_tpm_unstranded', 'AC126468.1_tpm_unstranded', 'AC092805.1_tpm_unstranded', 'AL157893.2_tpm_unstranded', 'AL513218.2_tpm_unstranded', 'AL109806.2_tpm_unstranded', 'AC104656.1_tpm_unstranded', 'AP001042.3_tpm_unstranded', 'AC108169.1_tpm_unstranded', 'AL355337.1_tpm_unstranded', 'AC012066.1_tpm_unstranded', 'AC034193.1_tpm_unstranded', 'AC025175.2_tpm_unstranded', 'AP001066.1_tpm_unstranded', 'AL138889.3_tpm_unstranded', 'AC116345.4_tpm_unstranded', 'AC009961.3_tpm_unstranded', 'AL589693.1_tpm_unstranded', 'AC003093.1_tpm_unstranded', 'AL049552.2_tpm_unstranded', 'AF228727.1_tpm_unstranded', 'AC005165.3_tpm_unstranded', 'AL590550.1_tpm_unstranded', 'AC092473.2_tpm_unstranded', 'AL121750.1_tpm_unstranded', 'AL078600.1_tpm_unstranded', 'AC093772.2_tpm_unstranded', 'AL356361.3_tpm_unstranded', 'AL512638.3_tpm_unstranded', 'AC097382.3_tpm_unstranded', 'AC090577.1_tpm_unstranded', 'AC106743.1_tpm_unstranded', 'AL136102.1_tpm_unstranded', 'AC023302.2_tpm_unstranded', 'AP000224.1_tpm_unstranded', 'AC112484.5_tpm_unstranded', 'AC068787.3_tpm_unstranded', 'AL139289.2_tpm_unstranded', 'AC104024.3_tpm_unstranded', 'AC009951.6_tpm_unstranded', 'AC104335.2_tpm_unstranded', 'AC105916.1_tpm_unstranded', 'AC008056.3_tpm_unstranded', 'AC092580.4_tpm_unstranded', 'AL138773.1_tpm_unstranded', 'AC007220.2_tpm_unstranded', 'AC026495.2_tpm_unstranded', 'AC007880.1_tpm_unstranded', 'AL512603.2_tpm_unstranded', 'AC018695.9_tpm_unstranded', 'AC108488.3_tpm_unstranded', 'AC009879.4_tpm_unstranded', 'AL445238.2_tpm_unstranded', 'AC097500.1_tpm_unstranded', 'AC068616.3_tpm_unstranded', 'AC096970.1_tpm_unstranded', 'AC092881.2_tpm_unstranded', 'AC007279.1_tpm_unstranded', 'AC106845.1_tpm_unstranded', 'AC010884.1_tpm_unstranded', 'AC073578.5_tpm_unstranded', 'AL391538.1_tpm_unstranded', 'AL022726.1_tpm_unstranded', 'AL513317.1_tpm_unstranded', 'AC066595.2_tpm_unstranded', 'AC093675.2_tpm_unstranded', 'AL355053.1_tpm_unstranded', 'AC117480.1_tpm_unstranded', 'AC097511.1_tpm_unstranded', 'AC009413.1_tpm_unstranded', 'AC000085.1_tpm_unstranded', 'AC023468.1_tpm_unstranded', 'LINCADL_tpm_unstranded', 'AC092640.1_tpm_unstranded', 'AL139340.1_tpm_unstranded', 'C2orf27A_tpm_unstranded', 'AC099685.1_tpm_unstranded', 'AL161851.1_tpm_unstranded', 'AC005599.1_tpm_unstranded', 'AC022215.2_tpm_unstranded', 'AL138479.2_tpm_unstranded', 'AL034351.3_tpm_unstranded', 'AC117464.1_tpm_unstranded', 'AL356737.2_tpm_unstranded', 'Z82195.3_tpm_unstranded', 'AC093519.2_tpm_unstranded', 'AC108482.2_tpm_unstranded', 'AC018558.6_tpm_unstranded', 'AC112254.1_tpm_unstranded', 'AL078621.2_tpm_unstranded', 'AC104561.4_tpm_unstranded', 'AL133313.1_tpm_unstranded', 'AL512625.3_tpm_unstranded', 'AC107050.1_tpm_unstranded', 'AC010327.8_tpm_unstranded', 'AC006062.1_tpm_unstranded', 'AC073091.1_tpm_unstranded', 'AL356157.3_tpm_unstranded', 'AC092596.1_tpm_unstranded', 'AL513303.1_tpm_unstranded', 'AC099517.1_tpm_unstranded', 'AL583825.1_tpm_unstranded', 'AC026320.3_tpm_unstranded', 'AC008558.1_tpm_unstranded', 'AC106818.2_tpm_unstranded', 'AC107067.2_tpm_unstranded', 'AC131953.2_tpm_unstranded', 'AC093824.2_tpm_unstranded', 'AC007269.1_tpm_unstranded', 'AC041005.1_tpm_unstranded', 'AC073326.2_tpm_unstranded', 'AL449403.3_tpm_unstranded', 'AC068989.1_tpm_unstranded', 'AL121956.7_tpm_unstranded', 'AC239799.2_tpm_unstranded', 'AC055807.1_tpm_unstranded', 'AL031005.2_tpm_unstranded', 'AC132938.6_tpm_unstranded', 'AC131568.1_tpm_unstranded', 'AC004448.5_tpm_unstranded', 'AC096675.1_tpm_unstranded', 'AC092979.2_tpm_unstranded', 'AC010387.2_tpm_unstranded', 'AC022506.2_tpm_unstranded', 'AC009682.1_tpm_unstranded', 'AC008119.1_tpm_unstranded', 'AC005592.2_tpm_unstranded', 'AC090816.1_tpm_unstranded', 'AL451054.4_tpm_unstranded', 'AC069421.3_tpm_unstranded', 'AC096861.2_tpm_unstranded', 'AP000428.1_tpm_unstranded', 'AC100779.1_tpm_unstranded', 'AC074254.2_tpm_unstranded', 'AL121904.2_tpm_unstranded', 'AL162585.1_tpm_unstranded', 'AL121899.3_tpm_unstranded', 'AC021321.2_tpm_unstranded', 'AC231759.2_tpm_unstranded', 'AC106865.2_tpm_unstranded', 'AL355538.1_tpm_unstranded', 'AL359962.3_tpm_unstranded', 'AL021707.9_tpm_unstranded', 'AL590138.1_tpm_unstranded', 'AL589794.2_tpm_unstranded', 'AC234917.3_tpm_unstranded', 'Z94277.1_tpm_unstranded', 'AC099791.4_tpm_unstranded', 'Z84468.2_tpm_unstranded', 'AC084740.1_tpm_unstranded', 'AC021698.1_tpm_unstranded', 'AC009731.1_tpm_unstranded', 'AC120194.1_tpm_unstranded', 'AL136119.1_tpm_unstranded', 'AC079848.2_tpm_unstranded', 'AL359552.1_tpm_unstranded', 'AL592211.2_tpm_unstranded', 'AL732437.2_tpm_unstranded', 'Z73420.1_tpm_unstranded', 'AC073655.3_tpm_unstranded', 'AP002954.2_tpm_unstranded', 'AC105445.1_tpm_unstranded', 'AC122688.5_tpm_unstranded', 'AL359511.3_tpm_unstranded', 'AC073593.2_tpm_unstranded', 'THCAT155_tpm_unstranded', 'AL020997.5_tpm_unstranded', 'AP001981.2_tpm_unstranded', 'AC022535.3_tpm_unstranded', 'AL450423.2_tpm_unstranded', 'AC009271.2_tpm_unstranded', 'AC005400.1_tpm_unstranded', 'AC073046.4_tpm_unstranded', 'AP003062.2_tpm_unstranded', 'AL009179.1_tpm_unstranded', 'Z98880.1_tpm_unstranded', 'AC011509.3_tpm_unstranded', 'AC007877.1_tpm_unstranded', 'AC137494.1_tpm_unstranded', 'AC111182.2_tpm_unstranded', 'AL512283.2_tpm_unstranded', 'AL359732.1_tpm_unstranded', 'AL357075.3_tpm_unstranded', 'AL139243.1_tpm_unstranded', 'AC021148.2_tpm_unstranded', 'AC008875.3_tpm_unstranded', 'AP003778.1_tpm_unstranded', 'AL365272.1_tpm_unstranded', 'AL359813.2_tpm_unstranded', 'AC026523.3_tpm_unstranded', 'AL050350.1_tpm_unstranded', 'Z82215.1_tpm_unstranded', 'AL137140.1_tpm_unstranded', 'AC011455.8_tpm_unstranded', 'AC007786.4_tpm_unstranded', 'AC132660.2_tpm_unstranded', 'AL627232.1_tpm_unstranded', 'AC011451.4_tpm_unstranded', 'AL392086.3_tpm_unstranded', 'AL353600.2_tpm_unstranded', 'AL121932.2_tpm_unstranded', 'AC009878.2_tpm_unstranded', 'AC012101.2_tpm_unstranded', 'AL031726.2_tpm_unstranded', 'AL117353.1_tpm_unstranded', 'AC130814.1_tpm_unstranded', 'AP000547.4_tpm_unstranded', 'AC024560.5_tpm_unstranded', 'AL133476.1_tpm_unstranded', 'AL121762.2_tpm_unstranded', 'AP000428.2_tpm_unstranded', 'AC093765.3_tpm_unstranded', 'AC068286.2_tpm_unstranded', 'AC002460.2_tpm_unstranded', 'AL357054.5_tpm_unstranded', 'AL035694.1_tpm_unstranded', 'AC090812.1_tpm_unstranded', 'AC011446.3_tpm_unstranded', 'AL356123.1_tpm_unstranded', 'AC079768.2_tpm_unstranded', 'AC012459.1_tpm_unstranded', 'AL080275.1_tpm_unstranded', 'AC068075.2_tpm_unstranded', 'AL133477.2_tpm_unstranded', 'AP006248.5_tpm_unstranded', 'AC010969.3_tpm_unstranded', 'AC016821.1_tpm_unstranded', 'AC005772.2_tpm_unstranded', 'AC018802.2_tpm_unstranded', 'AL583859.3_tpm_unstranded', 'AL133445.3_tpm_unstranded', 'AC140121.1_tpm_unstranded', 'AC127526.4_tpm_unstranded', 'AC016995.1_tpm_unstranded', 'AC090125.2_tpm_unstranded', 'AL670729.3_tpm_unstranded', 'AC007391.3_tpm_unstranded', 'AC016769.6_tpm_unstranded', 'AL353730.1_tpm_unstranded', 'AC079822.1_tpm_unstranded', 'AC110790.1_tpm_unstranded', 'AC026523.4_tpm_unstranded', 'AC068189.2_tpm_unstranded', 'AC022100.1_tpm_unstranded', 'AL096828.6_tpm_unstranded', 'AC138647.2_tpm_unstranded', 'AL589787.1_tpm_unstranded', 'AL731769.1_tpm_unstranded', 'FP326651.1_tpm_unstranded', 'AL353697.1_tpm_unstranded', 'AC106045.1_tpm_unstranded', 'AC103758.1_tpm_unstranded', 'AL161447.2_tpm_unstranded', 'AC102941.2_tpm_unstranded', 'AL139351.3_tpm_unstranded', 'AL137157.1_tpm_unstranded', 'AC005962.2_tpm_unstranded', 'AL929091.1_tpm_unstranded', 'AC079949.6_tpm_unstranded', 'AC007222.2_tpm_unstranded', 'AC188616.1_tpm_unstranded', 'AL022397.1_tpm_unstranded', 'AC079304.1_tpm_unstranded', 'AC183088.4_tpm_unstranded', 'AL132712.2_tpm_unstranded', 'AL133405.2_tpm_unstranded', 'AC099535.2_tpm_unstranded', 'AC108477.2_tpm_unstranded', 'AL137786.2_tpm_unstranded', 'AC092120.3_tpm_unstranded', 'AC011029.1_tpm_unstranded', 'AL034351.4_tpm_unstranded', 'AL451123.2_tpm_unstranded', 'AL590822.3_tpm_unstranded', 'AL512484.1_tpm_unstranded', 'AL096706.1_tpm_unstranded', 'AL138740.1_tpm_unstranded', 'AC006296.3_tpm_unstranded', 'AL355537.2_tpm_unstranded', 'AC103563.9_tpm_unstranded', 'AL353709.1_tpm_unstranded', 'AC068787.4_tpm_unstranded', 'AC072026.3_tpm_unstranded', 'AC016583.2_tpm_unstranded', 'AL589645.1_tpm_unstranded', 'AC111197.1_tpm_unstranded', 'AL356317.1_tpm_unstranded', 'AL627316.1_tpm_unstranded', 'AL122014.1_tpm_unstranded', 'AC239860.4_tpm_unstranded', 'AC098825.1_tpm_unstranded', 'AL359538.3_tpm_unstranded', 'AC090948.4_tpm_unstranded', 'AC129803.1_tpm_unstranded', 'AC006144.2_tpm_unstranded', 'AL589935.3_tpm_unstranded', 'AC012433.2_tpm_unstranded', 'AC110611.2_tpm_unstranded', 'AC110809.1_tpm_unstranded', 'AL096840.2_tpm_unstranded', 'AL121820.3_tpm_unstranded', 'AC009248.3_tpm_unstranded', 'AC010883.3_tpm_unstranded', 'AC068774.1_tpm_unstranded', 'AC007106.2_tpm_unstranded', 'AC006525.1_tpm_unstranded', 'AC103871.1_tpm_unstranded', 'AC097520.2_tpm_unstranded', 'AL591468.1_tpm_unstranded', 'AC244102.4_tpm_unstranded', 'AL118511.3_tpm_unstranded', 'AL592464.3_tpm_unstranded', 'AP002528.1_tpm_unstranded', 'AC117481.1_tpm_unstranded', 'AC011503.4_tpm_unstranded', 'AC093151.7_tpm_unstranded', 'AC034139.1_tpm_unstranded', 'AL158167.1_tpm_unstranded', 'AC016245.2_tpm_unstranded', 'AL451080.1_tpm_unstranded', 'AC017028.2_tpm_unstranded', 'AC098656.1_tpm_unstranded', 'AL596442.3_tpm_unstranded', 'AC027811.1_tpm_unstranded', 'AC004936.1_tpm_unstranded', 'AL161941.1_tpm_unstranded', 'AL031259.1_tpm_unstranded', 'AP001591.1_tpm_unstranded', 'AL449363.2_tpm_unstranded', 'AC093787.2_tpm_unstranded', 'AC099541.2_tpm_unstranded', 'AC093746.1_tpm_unstranded', 'AC006059.4_tpm_unstranded', 'AC013439.1_tpm_unstranded', 'AL121929.3_tpm_unstranded', 'AL590068.4_tpm_unstranded', 'AC131237.1_tpm_unstranded', 'AL442071.2_tpm_unstranded', 'AL360006.1_tpm_unstranded', 'AC080079.2_tpm_unstranded', 'AP003717.4_tpm_unstranded', 'AP003327.2_tpm_unstranded', 'AL390236.1_tpm_unstranded', 'AL139280.2_tpm_unstranded', 'AC009121.4_tpm_unstranded', 'AL136090.2_tpm_unstranded', 'AC027601.5_tpm_unstranded', 'AC244035.4_tpm_unstranded', 'AC107222.2_tpm_unstranded', 'AC109133.1_tpm_unstranded', 'AC069404.1_tpm_unstranded', 'AL161662.1_tpm_unstranded', 'AL356313.1_tpm_unstranded', 'AC092078.3_tpm_unstranded', 'AC063919.2_tpm_unstranded', 'AC131956.3_tpm_unstranded', 'AC079460.2_tpm_unstranded', 'AL357558.3_tpm_unstranded', 'AC007610.5_tpm_unstranded', 'AC092803.3_tpm_unstranded', 'AC007731.5_tpm_unstranded', 'AC099501.1_tpm_unstranded', 'AC018558.7_tpm_unstranded', 'AC108019.2_tpm_unstranded', 'AC016721.1_tpm_unstranded', 'AL391477.1_tpm_unstranded', 'AL359894.1_tpm_unstranded', 'AC008149.2_tpm_unstranded', 'AC092793.1_tpm_unstranded', 'AL157369.1_tpm_unstranded', 'AC005821.2_tpm_unstranded', 'AL033519.5_tpm_unstranded', 'AL512356.5_tpm_unstranded', 'AL442636.1_tpm_unstranded', 'AC068442.1_tpm_unstranded', 'AC110620.2_tpm_unstranded', 'AC100810.7_tpm_unstranded', 'AL358053.1_tpm_unstranded', 'AL355531.1_tpm_unstranded', 'AC037459.4_tpm_unstranded', 'AC007317.2_tpm_unstranded', 'AC044798.3_tpm_unstranded', 'AP001037.1_tpm_unstranded', 'AC138854.1_tpm_unstranded', 'AL591504.2_tpm_unstranded', 'AL359382.2_tpm_unstranded', 'AC110614.1_tpm_unstranded', 'AL844892.2_tpm_unstranded', 'AC018437.3_tpm_unstranded', 'AL356495.1_tpm_unstranded', 'AL109829.1_tpm_unstranded', 'AP001330.5_tpm_unstranded', 'AL158832.2_tpm_unstranded', 'AL161663.1_tpm_unstranded', 'AC124312.5_tpm_unstranded', 'AL132775.2_tpm_unstranded', 'AC068580.5_tpm_unstranded', 'AL451166.1_tpm_unstranded', 'AC114291.1_tpm_unstranded', 'AC104633.1_tpm_unstranded', 'AC073048.1_tpm_unstranded', 'AC004549.1_tpm_unstranded', 'AC015818.9_tpm_unstranded', 'AL512358.2_tpm_unstranded', 'AC069503.5_tpm_unstranded', 'AC069368.2_tpm_unstranded', 'AL356489.4_tpm_unstranded', 'AC093227.3_tpm_unstranded', 'AL031123.4_tpm_unstranded', 'AC007749.2_tpm_unstranded', 'AL357139.2_tpm_unstranded', 'AC009754.2_tpm_unstranded', 'AL163872.1_tpm_unstranded', 'AC092418.2_tpm_unstranded', 'AC027243.3_tpm_unstranded', 'AC079340.3_tpm_unstranded', 'AC087428.1_tpm_unstranded', 'AC026620.2_tpm_unstranded', 'AP001053.1_tpm_unstranded', 'AC009560.4_tpm_unstranded', 'AP001033.3_tpm_unstranded', 'AL137857.1_tpm_unstranded', 'AL109984.1_tpm_unstranded', 'AC019131.3_tpm_unstranded', 'AL133390.1_tpm_unstranded', 'AL450267.2_tpm_unstranded', 'AL359764.2_tpm_unstranded', 'AC099654.12_tpm_unstranded', 'AC100778.4_tpm_unstranded', 'AC004921.2_tpm_unstranded', 'AC093765.4_tpm_unstranded', 'AC034148.1_tpm_unstranded', 'AC138420.1_tpm_unstranded', 'AC003044.1_tpm_unstranded', 'AC007736.1_tpm_unstranded', 'AL627308.3_tpm_unstranded', 'AC016587.1_tpm_unstranded', 'AC005753.3_tpm_unstranded', 'AL121749.2_tpm_unstranded', 'AC068946.3_tpm_unstranded', 'AL445985.2_tpm_unstranded', 'AL358177.1_tpm_unstranded', 'AL353689.3_tpm_unstranded', 'AC011477.8_tpm_unstranded', 'AC110792.4_tpm_unstranded', 'AC009630.4_tpm_unstranded', 'AC012500.1_tpm_unstranded', 'AC020612.4_tpm_unstranded', 'AC109635.6_tpm_unstranded', 'AC022966.2_tpm_unstranded', 'AC116350.1_tpm_unstranded', 'AC013486.1_tpm_unstranded', 'AC097518.2_tpm_unstranded', 'AP001994.2_tpm_unstranded', 'AL163534.1_tpm_unstranded', 'AC234644.2_tpm_unstranded', 'AC021269.3_tpm_unstranded', 'AC092268.1_tpm_unstranded', 'AL450345.2_tpm_unstranded', 'AL445526.1_tpm_unstranded', 'AC109925.1_tpm_unstranded', 'AC090617.10_tpm_unstranded', 'AC006364.1_tpm_unstranded', 'AC023424.2_tpm_unstranded', 'AP003973.4_tpm_unstranded', 'AL713998.4_tpm_unstranded', 'AL109933.5_tpm_unstranded', 'AL136305.1_tpm_unstranded', 'AL731533.3_tpm_unstranded', 'AL121899.4_tpm_unstranded', 'AL109615.4_tpm_unstranded', 'AP006219.3_tpm_unstranded', 'AL359546.1_tpm_unstranded', 'AC108168.1_tpm_unstranded', 'AL732437.3_tpm_unstranded', 'AC133040.1_tpm_unstranded', 'AC002057.1_tpm_unstranded', 'AL078587.2_tpm_unstranded', 'AL035447.1_tpm_unstranded', 'AC108046.1_tpm_unstranded', 'AC004938.2_tpm_unstranded', 'AL390755.3_tpm_unstranded', 'AC067930.9_tpm_unstranded', 'AC009533.4_tpm_unstranded', 'AL034348.1_tpm_unstranded', 'AC139491.8_tpm_unstranded', 'AC073349.4_tpm_unstranded', 'AC016549.1_tpm_unstranded', 'AC099796.2_tpm_unstranded', 'AC018685.3_tpm_unstranded', 'AC004837.4_tpm_unstranded', 'Z98886.1_tpm_unstranded', 'AL158216.1_tpm_unstranded', 'AC092634.8_tpm_unstranded', 'AC093426.2_tpm_unstranded', 'AC090820.2_tpm_unstranded', 'AL360169.3_tpm_unstranded', 'AC073348.2_tpm_unstranded', 'AL022724.3_tpm_unstranded', 'AL356123.2_tpm_unstranded', 'AC097369.4_tpm_unstranded', 'AC066614.1_tpm_unstranded', 'AC108105.1_tpm_unstranded', 'AL512427.2_tpm_unstranded', 'AL157813.2_tpm_unstranded', 'AC122719.3_tpm_unstranded', 'BX323046.2_tpm_unstranded', 'AC100808.1_tpm_unstranded', 'AC008403.3_tpm_unstranded', 'AC109131.1_tpm_unstranded', 'AC022137.3_tpm_unstranded', 'AL589787.2_tpm_unstranded', 'AC009403.3_tpm_unstranded', 'AC007922.4_tpm_unstranded', 'AP000474.2_tpm_unstranded', 'AC069549.2_tpm_unstranded', 'AL158198.2_tpm_unstranded', 'AC012535.1_tpm_unstranded', 'AL357522.1_tpm_unstranded', 'AC092902.6_tpm_unstranded', 'AC025576.3_tpm_unstranded', 'AL021308.1_tpm_unstranded', 'AC092053.4_tpm_unstranded', 'AC021851.2_tpm_unstranded', 'AC068787.5_tpm_unstranded', 'AC037193.1_tpm_unstranded', 'AL590666.5_tpm_unstranded', 'AC022210.1_tpm_unstranded', 'AL021978.1_tpm_unstranded', 'AL359704.2_tpm_unstranded', 'AC012511.2_tpm_unstranded', 'AC006059.5_tpm_unstranded', 'AC011370.1_tpm_unstranded', 'AC005071.1_tpm_unstranded', 'AC112253.1_tpm_unstranded', 'AL161640.3_tpm_unstranded', 'AC114277.1_tpm_unstranded', 'AL139381.1_tpm_unstranded', 'AC005229.5_tpm_unstranded', 'AP001437.2_tpm_unstranded', 'AC117500.6_tpm_unstranded', 'AC007381.1_tpm_unstranded', 'AC007483.1_tpm_unstranded', 'AC093599.2_tpm_unstranded', 'AC004825.3_tpm_unstranded', 'AC080112.4_tpm_unstranded', 'AC092939.1_tpm_unstranded', 'AC021701.1_tpm_unstranded', 'AC093575.1_tpm_unstranded', 'AC093418.1_tpm_unstranded', 'AL390071.1_tpm_unstranded', 'AC007652.3_tpm_unstranded', 'AC000082.1_tpm_unstranded', 'AL355597.1_tpm_unstranded', 'AP002982.2_tpm_unstranded', 'AC023283.1_tpm_unstranded', 'AL591069.1_tpm_unstranded', 'AC068228.3_tpm_unstranded', 'AC109642.1_tpm_unstranded', 'AC098680.2_tpm_unstranded', 'AC079768.3_tpm_unstranded', 'AL391844.1_tpm_unstranded', 'AC109824.1_tpm_unstranded', 'AL122020.2_tpm_unstranded', 'AC005702.5_tpm_unstranded', 'AC092428.1_tpm_unstranded', 'AP000821.2_tpm_unstranded', 'AC109517.1_tpm_unstranded', 'AL132990.1_tpm_unstranded', 'AC104633.2_tpm_unstranded', 'AC108479.1_tpm_unstranded', 'AC068418.3_tpm_unstranded', 'AC003086.1_tpm_unstranded', 'AC051635.1_tpm_unstranded', 'AL009179.2_tpm_unstranded', 'AC078916.1_tpm_unstranded', 'AC096642.2_tpm_unstranded', 'AC025839.1_tpm_unstranded', 'AL031778.1_tpm_unstranded', 'AL355347.1_tpm_unstranded', 'AC093330.3_tpm_unstranded', 'AC020651.2_tpm_unstranded', 'AL591519.1_tpm_unstranded', 'AL392172.1_tpm_unstranded', 'AC000113.1_tpm_unstranded', 'AC062029.1_tpm_unstranded', 'AC007387.2_tpm_unstranded', 'AC011317.1_tpm_unstranded', 'AC009704.3_tpm_unstranded', 'AL023775.2_tpm_unstranded', 'AL031602.2_tpm_unstranded', 'AC053545.1_tpm_unstranded', 'AC091691.3_tpm_unstranded', 'AC008625.1_tpm_unstranded', 'AL357614.1_tpm_unstranded', 'Z99127.3_tpm_unstranded', 'AC005343.7_tpm_unstranded', 'AC073270.1_tpm_unstranded', 'AL591378.1_tpm_unstranded', 'AC116337.4_tpm_unstranded', 'AC002057.2_tpm_unstranded', 'AC099565.1_tpm_unstranded', 'AC012405.1_tpm_unstranded', 'AL139232.1_tpm_unstranded', 'AC092924.2_tpm_unstranded', 'AC115284.4_tpm_unstranded', 'AL137017.1_tpm_unstranded', 'AC008780.1_tpm_unstranded', 'AC067852.5_tpm_unstranded', 'AC005865.2_tpm_unstranded', 'AC006517.2_tpm_unstranded', 'AC025164.2_tpm_unstranded', 'AC026120.3_tpm_unstranded', 'AC133637.2_tpm_unstranded', 'AC009166.3_tpm_unstranded', 'AP001531.1_tpm_unstranded', 'AC023480.1_tpm_unstranded', 'AC061975.8_tpm_unstranded', 'AL356295.1_tpm_unstranded', 'AP005901.6_tpm_unstranded', 'AC096536.3_tpm_unstranded', 'AC005740.5_tpm_unstranded', 'AL139423.2_tpm_unstranded', 'AL049695.1_tpm_unstranded', 'AF241728.2_tpm_unstranded', 'AC097526.1_tpm_unstranded', 'AL035603.1_tpm_unstranded', 'AL731574.1_tpm_unstranded', 'AC083862.2_tpm_unstranded', 'AL136524.1_tpm_unstranded', 'AL355075.6_tpm_unstranded', 'PTCSC1_tpm_unstranded', 'AC132872.5_tpm_unstranded', 'AL359764.3_tpm_unstranded', 'AC009019.2_tpm_unstranded', 'AC115485.1_tpm_unstranded', 'AC009434.1_tpm_unstranded', 'AC068282.2_tpm_unstranded', 'AL031289.2_tpm_unstranded', 'AC005998.1_tpm_unstranded', 'AL359380.1_tpm_unstranded', 'AL139035.2_tpm_unstranded', 'AF233439.2_tpm_unstranded', 'AC082650.2_tpm_unstranded', 'AC073091.2_tpm_unstranded', 'AL353572.4_tpm_unstranded', 'AL389889.2_tpm_unstranded', 'AC130307.1_tpm_unstranded', 'AL109837.3_tpm_unstranded', 'AC107918.5_tpm_unstranded', 'AL031293.1_tpm_unstranded', 'AC244636.3_tpm_unstranded', 'AC091027.3_tpm_unstranded', 'AL353151.2_tpm_unstranded', 'AC099521.3_tpm_unstranded', 'AL162718.3_tpm_unstranded', 'AC108050.1_tpm_unstranded', 'AC068279.2_tpm_unstranded', 'AL136295.22_tpm_unstranded', 'AC006130.3_tpm_unstranded', 'AC233976.2_tpm_unstranded', 'BX469938.1_tpm_unstranded', 'AL353748.3_tpm_unstranded', 'AC007271.1_tpm_unstranded', 'AL137786.3_tpm_unstranded', 'Z80897.2_tpm_unstranded', 'AC025614.2_tpm_unstranded', 'AC096747.1_tpm_unstranded', 'AL513487.1_tpm_unstranded', 'AL161851.2_tpm_unstranded', 'AC006230.1_tpm_unstranded', 'AC104850.2_tpm_unstranded', 'AC018714.2_tpm_unstranded', 'AL359632.1_tpm_unstranded', 'AC020930.1_tpm_unstranded', 'AC112482.2_tpm_unstranded', 'AC103833.2_tpm_unstranded', 'AC113615.2_tpm_unstranded', 'AC092275.1_tpm_unstranded', 'AC013701.2_tpm_unstranded', 'AL158136.1_tpm_unstranded', 'AC025756.1_tpm_unstranded', 'AC008273.1_tpm_unstranded', 'AC140118.2_tpm_unstranded', 'AC068535.2_tpm_unstranded', 'AC026341.2_tpm_unstranded', 'AC016925.3_tpm_unstranded', 'AC093577.1_tpm_unstranded', 'AC107918.6_tpm_unstranded', 'AC005014.4_tpm_unstranded', 'AP000477.3_tpm_unstranded', 'AP003173.1_tpm_unstranded', 'AC117569.2_tpm_unstranded', 'Z98745.2_tpm_unstranded', 'AC128687.3_tpm_unstranded', 'AL135784.1_tpm_unstranded', 'AL390242.1_tpm_unstranded', 'AL355999.1_tpm_unstranded', 'AC005632.6_tpm_unstranded', 'AL391840.3_tpm_unstranded', 'AC105046.2_tpm_unstranded', 'AC016705.3_tpm_unstranded', 'AC011407.1_tpm_unstranded', 'AC005081.1_tpm_unstranded', 'AL133475.1_tpm_unstranded', 'AL096701.4_tpm_unstranded', 'AL512283.3_tpm_unstranded', 'AC055788.2_tpm_unstranded', 'AL050338.2_tpm_unstranded', 'AP000944.6_tpm_unstranded', 'AC098679.5_tpm_unstranded', 'AL603783.1_tpm_unstranded', 'AL627443.3_tpm_unstranded', 'AL035587.2_tpm_unstranded', 'AC090994.1_tpm_unstranded', 'AC002529.1_tpm_unstranded', 'AL354743.2_tpm_unstranded', 'AC002542.6_tpm_unstranded', 'AC007218.3_tpm_unstranded', 'AL135926.2_tpm_unstranded', 'AC092845.1_tpm_unstranded', 'AL157997.1_tpm_unstranded', 'AP005210.2_tpm_unstranded', 'AC006063.4_tpm_unstranded', 'AC016168.4_tpm_unstranded', 'AL590064.1_tpm_unstranded', 'AL953883.1_tpm_unstranded', 'AL353807.5_tpm_unstranded', 'AC009268.3_tpm_unstranded', 'AC096585.1_tpm_unstranded', 'AL161714.1_tpm_unstranded', 'AL161628.1_tpm_unstranded', 'AC018953.2_tpm_unstranded', 'AC093765.5_tpm_unstranded', 'AC018678.1_tpm_unstranded', 'AL355303.2_tpm_unstranded', 'AC079148.2_tpm_unstranded', 'AL121897.1_tpm_unstranded', 'AP001885.2_tpm_unstranded', 'AL450326.3_tpm_unstranded', 'AL031668.2_tpm_unstranded', 'AC073409.2_tpm_unstranded', 'AL023882.1_tpm_unstranded', 'AL592546.3_tpm_unstranded', 'AC020550.2_tpm_unstranded', 'AC008507.4_tpm_unstranded', 'AC079804.3_tpm_unstranded', 'AL137001.2_tpm_unstranded', 'AC114971.1_tpm_unstranded', 'AL139801.1_tpm_unstranded', 'AP000345.3_tpm_unstranded', 'AC099552.5_tpm_unstranded', 'AC009102.4_tpm_unstranded', 'AC007402.2_tpm_unstranded', 'AL355377.4_tpm_unstranded', 'AC073349.5_tpm_unstranded', 'AC093433.2_tpm_unstranded', 'AC073632.1_tpm_unstranded', 'AC026956.2_tpm_unstranded', 'AC020655.1_tpm_unstranded', 'AC068193.1_tpm_unstranded', 'AL512452.1_tpm_unstranded', 'AL133538.1_tpm_unstranded', 'AC022382.2_tpm_unstranded', 'AC114341.2_tpm_unstranded', 'AL445207.1_tpm_unstranded', 'AC079148.3_tpm_unstranded', 'AC134508.2_tpm_unstranded', 'AC093627.22_tpm_unstranded', 'AC005594.1_tpm_unstranded', 'AC018553.3_tpm_unstranded', 'AC005914.1_tpm_unstranded', 'AL391560.2_tpm_unstranded', 'AC087463.3_tpm_unstranded', 'FAM242B_tpm_unstranded', 'Z85996.3_tpm_unstranded', 'AC090907.3_tpm_unstranded', 'AC083864.5_tpm_unstranded', 'AC174469.1_tpm_unstranded', 'AL136379.1_tpm_unstranded', 'AC073548.2_tpm_unstranded', 'AP000465.1_tpm_unstranded', 'AC124798.3_tpm_unstranded', 'AC055714.1_tpm_unstranded', 'AC061961.1_tpm_unstranded', 'AL137026.3_tpm_unstranded', 'AL023754.2_tpm_unstranded', 'AL359852.2_tpm_unstranded', 'AL138708.1_tpm_unstranded', 'AC136431.2_tpm_unstranded', 'AC127526.5_tpm_unstranded', 'AC005909.2_tpm_unstranded', 'AC007497.2_tpm_unstranded', 'AC104024.4_tpm_unstranded', 'AP003464.1_tpm_unstranded', 'AL132986.1_tpm_unstranded', 'AL078582.2_tpm_unstranded', 'AC037433.1_tpm_unstranded', 'AC091607.2_tpm_unstranded', 'AP000944.7_tpm_unstranded', 'AF274853.1_tpm_unstranded', 'AC092802.4_tpm_unstranded', 'AL022098.1_tpm_unstranded', 'AL713868.1_tpm_unstranded', 'AC021979.3_tpm_unstranded', 'AL138701.2_tpm_unstranded', 'AL353576.1_tpm_unstranded', 'AC113208.5_tpm_unstranded', 'AC100801.2_tpm_unstranded', 'AC007535.1_tpm_unstranded', 'AL354953.1_tpm_unstranded', 'AL354897.2_tpm_unstranded', 'AC092651.2_tpm_unstranded', 'AC000065.2_tpm_unstranded', 'AL357141.1_tpm_unstranded', 'AP001885.3_tpm_unstranded', 'AC136297.1_tpm_unstranded', 'AL391425.1_tpm_unstranded', 'AC079753.2_tpm_unstranded', 'AC026726.2_tpm_unstranded', 'AL096709.1_tpm_unstranded', 'AC026433.1_tpm_unstranded', 'AC021055.1_tpm_unstranded', 'AC022360.1_tpm_unstranded', 'AC091151.7_tpm_unstranded', 'AC027584.1_tpm_unstranded', 'AL603824.1_tpm_unstranded', 'AC092377.1_tpm_unstranded', 'AC116361.1_tpm_unstranded', 'AC084741.1_tpm_unstranded', 'AC025508.1_tpm_unstranded', 'AC009432.2_tpm_unstranded', 'AC026402.2_tpm_unstranded', 'AC105328.1_tpm_unstranded', 'AC092848.2_tpm_unstranded', 'AL049646.2_tpm_unstranded', 'AL137067.3_tpm_unstranded', 'AC010872.2_tpm_unstranded', 'AC007695.1_tpm_unstranded', 'AC092053.5_tpm_unstranded', 'AC021236.1_tpm_unstranded', 'AC008567.3_tpm_unstranded', 'AC020911.3_tpm_unstranded', 'AC116534.1_tpm_unstranded', 'AC010476.2_tpm_unstranded', 'AC066580.1_tpm_unstranded', 'AC018557.3_tpm_unstranded', 'AL590062.1_tpm_unstranded', 'AC004882.3_tpm_unstranded', 'AC093606.1_tpm_unstranded', 'AL355474.1_tpm_unstranded', 'AC245164.2_tpm_unstranded', 'AC093642.6_tpm_unstranded', 'AC073648.7_tpm_unstranded', 'AC100834.2_tpm_unstranded', 'Z84486.1_tpm_unstranded', 'AC113143.2_tpm_unstranded', 'AL445123.2_tpm_unstranded', 'AC245407.2_tpm_unstranded', 'AC253572.1_tpm_unstranded', 'AL391557.1_tpm_unstranded', 'AC123023.2_tpm_unstranded', 'AC026765.4_tpm_unstranded', 'AL035251.1_tpm_unstranded', 'AC068858.1_tpm_unstranded', 'AC073270.2_tpm_unstranded', 'AL135841.1_tpm_unstranded', 'AL390839.2_tpm_unstranded', 'AL450352.1_tpm_unstranded', 'AL358334.4_tpm_unstranded', 'AL162151.3_tpm_unstranded', 'AL357513.1_tpm_unstranded', 'AC090338.1_tpm_unstranded', 'AC009835.1_tpm_unstranded', 'AC092053.6_tpm_unstranded', 'AL359208.1_tpm_unstranded', 'AL354950.3_tpm_unstranded', 'AC104232.3_tpm_unstranded', 'AC097522.2_tpm_unstranded', 'AL354811.2_tpm_unstranded', 'AC091912.3_tpm_unstranded', 'AC079768.4_tpm_unstranded', 'AC023503.1_tpm_unstranded', 'AC104211.3_tpm_unstranded', 'AC137735.3_tpm_unstranded', 'AC092803.4_tpm_unstranded', 'AC109458.2_tpm_unstranded', 'AL353135.2_tpm_unstranded', 'AL035587.3_tpm_unstranded', 'AC024597.1_tpm_unstranded', 'AP003307.1_tpm_unstranded', 'AP003486.2_tpm_unstranded', 'AL159156.1_tpm_unstranded', 'AL162493.1_tpm_unstranded', 'AC011505.1_tpm_unstranded', 'AP003120.1_tpm_unstranded', 'AC093677.3_tpm_unstranded', 'AP002991.2_tpm_unstranded', 'AL450338.2_tpm_unstranded', 'AC117488.1_tpm_unstranded', 'AL157936.1_tpm_unstranded', 'AC005301.2_tpm_unstranded', 'AC093849.4_tpm_unstranded', 'AC096996.3_tpm_unstranded', 'AL049839.3_tpm_unstranded', 'AC115282.2_tpm_unstranded', 'AC066585.1_tpm_unstranded', 'AC104472.5_tpm_unstranded', 'AC137894.4_tpm_unstranded', 'AL049833.4_tpm_unstranded', 'AC022433.1_tpm_unstranded', 'AC015943.1_tpm_unstranded', 'AL118511.4_tpm_unstranded', 'AL445588.1_tpm_unstranded', 'AC098969.2_tpm_unstranded', 'AC097713.2_tpm_unstranded', 'AC092819.3_tpm_unstranded', 'AL157703.1_tpm_unstranded', 'AC006511.6_tpm_unstranded', 'AL096870.12_tpm_unstranded', 'AL352979.4_tpm_unstranded', 'AL031123.5_tpm_unstranded', 'AP001994.3_tpm_unstranded', 'AC104088.3_tpm_unstranded', 'AC010889.2_tpm_unstranded', 'AC010727.1_tpm_unstranded', 'AC008060.5_tpm_unstranded', 'AL356952.1_tpm_unstranded', 'AL360178.2_tpm_unstranded', 'AC107373.3_tpm_unstranded', 'AL023806.4_tpm_unstranded', 'AC010086.3_tpm_unstranded', 'AL445213.2_tpm_unstranded', 'AL355338.1_tpm_unstranded', 'AP000926.2_tpm_unstranded', 'AL136981.3_tpm_unstranded', 'AC099050.1_tpm_unstranded', 'AC067945.3_tpm_unstranded', 'AC007881.4_tpm_unstranded', 'AC097448.1_tpm_unstranded', 'AC105180.2_tpm_unstranded', 'AC027088.5_tpm_unstranded', 'AF064866.1_tpm_unstranded', 'AC016902.1_tpm_unstranded', 'AL591135.2_tpm_unstranded', 'AC008507.5_tpm_unstranded', 'AC022463.1_tpm_unstranded', 'AC026341.3_tpm_unstranded', 'AC108519.1_tpm_unstranded', 'AC018398.2_tpm_unstranded', 'AC027129.1_tpm_unstranded', 'AL133553.2_tpm_unstranded', 'AC026329.1_tpm_unstranded', 'AC005104.2_tpm_unstranded', 'AC011374.3_tpm_unstranded', 'AC023787.3_tpm_unstranded', 'AL121888.2_tpm_unstranded', 'AL590608.1_tpm_unstranded', 'AL356094.2_tpm_unstranded', 'AL157414.4_tpm_unstranded', 'AC112770.1_tpm_unstranded', 'AL606923.2_tpm_unstranded', 'AC011303.1_tpm_unstranded', 'AC010163.3_tpm_unstranded', 'AC062022.2_tpm_unstranded', 'AC026108.2_tpm_unstranded', 'AL592295.5_tpm_unstranded', 'AP000961.1_tpm_unstranded', 'AC005618.4_tpm_unstranded', 'AC109322.2_tpm_unstranded', 'AP002448.1_tpm_unstranded', 'AL031073.2_tpm_unstranded', 'AL359259.1_tpm_unstranded', 'AL161663.2_tpm_unstranded', 'AL359987.1_tpm_unstranded', 'AC112481.2_tpm_unstranded', 'AL359538.4_tpm_unstranded', 'AC008180.3_tpm_unstranded', 'AC117461.1_tpm_unstranded', 'AL022318.5_tpm_unstranded', 'AL731769.2_tpm_unstranded', 'AC126768.3_tpm_unstranded', 'AC079331.3_tpm_unstranded', 'AC010941.1_tpm_unstranded', 'AC130888.1_tpm_unstranded', 'AC104530.1_tpm_unstranded', 'AL596442.4_tpm_unstranded', 'AL356419.1_tpm_unstranded', 'AP006587.6_tpm_unstranded', 'CU633906.5_tpm_unstranded', 'BX255925.4_tpm_unstranded', 'FAM106C_tpm_unstranded', 'AL355836.3_tpm_unstranded', 'AL355836.4_tpm_unstranded', 'AC010332.3_tpm_unstranded', 'AL136981.4_tpm_unstranded', 'FP325313.3_tpm_unstranded', 'AL132709.8_tpm_unstranded', 'AC079772.1_tpm_unstranded', 'AL160391.1_tpm_unstranded', 'AL109627.1_tpm_unstranded', 'AL512357.2_tpm_unstranded', 'AL669830.1_tpm_unstranded', 'AC025160.1_tpm_unstranded', 'AC013474.2_tpm_unstranded', 'AL157834.4_tpm_unstranded', 'AP000942.5_tpm_unstranded', 'AC078860.3_tpm_unstranded', 'AL669831.7_tpm_unstranded', 'AC055720.3_tpm_unstranded', 'AP001178.4_tpm_unstranded', 'AC013442.1_tpm_unstranded', 'AF222684.1_tpm_unstranded', 'AL162391.2_tpm_unstranded', 'AP002985.1_tpm_unstranded', 'AC022133.2_tpm_unstranded', 'AL008720.2_tpm_unstranded', 'AL353732.2_tpm_unstranded', 'AL133318.1_tpm_unstranded', 'AL035409.2_tpm_unstranded', 'AC023421.2_tpm_unstranded', 'AC004470.2_tpm_unstranded', 'C3orf36_tpm_unstranded', 'AL035653.1_tpm_unstranded', 'AC026412.4_tpm_unstranded', 'AL023806.5_tpm_unstranded', 'AL162573.1_tpm_unstranded', 'AC106870.3_tpm_unstranded', 'AC009063.4_tpm_unstranded', 'AF222685.1_tpm_unstranded', 'AC080097.1_tpm_unstranded', 'AC016394.2_tpm_unstranded', 'AL360015.1_tpm_unstranded', 'AL049198.1_tpm_unstranded', 'AC097478.4_tpm_unstranded', 'AC068057.3_tpm_unstranded', 'AL451164.3_tpm_unstranded', 'AC092720.3_tpm_unstranded', 'LINC01949_tpm_unstranded', 'AL442063.1_tpm_unstranded', 'AL357079.3_tpm_unstranded', 'AL161734.2_tpm_unstranded', 'AL159996.1_tpm_unstranded', 'AC107294.4_tpm_unstranded', 'AL117334.1_tpm_unstranded', 'AF130248.1_tpm_unstranded', 'AC023296.1_tpm_unstranded', 'AL137139.3_tpm_unstranded', 'NABP1-OT1_tpm_unstranded', 'AL162231.5_tpm_unstranded', 'Z97205.3_tpm_unstranded', 'AC010184.1_tpm_unstranded', 'AL357874.3_tpm_unstranded', 'AL645933.3_tpm_unstranded', 'AC116317.2_tpm_unstranded', 'AC226119.3_tpm_unstranded', 'AC236668.1_tpm_unstranded', 'C8orf44_tpm_unstranded', 'AC234782.2_tpm_unstranded', 'AL354833.1_tpm_unstranded', 'AL354833.2_tpm_unstranded', 'AC007461.1_tpm_unstranded', 'AC114744.2_tpm_unstranded', 'AL161669.4_tpm_unstranded', 'AL133351.4_tpm_unstranded', 'AC034199.2_tpm_unstranded', 'AL049777.1_tpm_unstranded', 'AC004510.2_tpm_unstranded', 'AC009093.11_tpm_unstranded', 'AC133555.6_tpm_unstranded', 'LNCDAT_tpm_unstranded', 'AL139190.1_tpm_unstranded', 'AL139280.3_tpm_unstranded', 'AC007511.1_tpm_unstranded', 'AC092910.4_tpm_unstranded', 'AC073611.1_tpm_unstranded', 'AC136977.1_tpm_unstranded', 'AC078856.1_tpm_unstranded', 'AL592295.6_tpm_unstranded']
Clinical columns (78): ['case_id', 'bcr', 'file_uuid', 'batch_number', 'project_code', 'disease_code', 'day_of_dcc_upload', 'month_of_dcc_upload', 'year_of_dcc_upload', 'patient_withdrawal', 'program', 'dbgap_registration_code', 'additional_studies', 'tumor_tissue_site', 'histological_type', 'other_dx', 'gender', 'vital_status', 'days_to_birth', 'days_to_last_known_alive', 'days_to_death', 'days_to_last_followup', 'race_list', 'bcr_patient_barcode', 'tissue_source_site', 'patient_id', 'bcr_patient_uuid', 'history_of_neoadjuvant_treatment', 'informed_consent_verified', 'icd_o_3_site', 'icd_o_3_histology', 'icd_10', 'tissue_prospective_collection_indicator', 'tissue_retrospective_collection_indicator', 'days_to_initial_pathologic_diagnosis', 'age_at_initial_pathologic_diagnosis', 'year_of_initial_pathologic_diagnosis', 'ethnicity', 'person_neoplasm_cancer_status', 'performance_status_scale_timing', 'day_of_form_completion', 'month_of_form_completion', 'year_of_form_completion', 'stage_event', 'karnofsky_performance_score', 'eastern_cancer_oncology_group', 'tobacco_smoking_history', 'year_of_tobacco_smoking_onset', 'stopped_smoking_year', 'number_pack_years_smoked', 'anatomic_neoplasm_subdivision', 'anatomic_neoplasm_subdivision_other', 'diagnosis', 'location_in_lung_parenchyma', 'residual_tumor', 'kras_mutation_found', 'kras_gene_analysis_performed', 'kras_mutation_result', 'egfr_mutation_performed', 'egfr_mutation_identified', 'egfr_mutation_result', 'eml4_alk_translocation_performed', 'eml4_alk_translocation_identified', 'eml4_alk_translocation_result', 'eml4_alk_translocation_method', 'pulmonary_function_test_performed', 'pre_bronchodilator_fev1_percent', 'post_bronchodilator_fev1_percent', 'pre_bronchodilator_fev1_fvc_percent', 'post_bronchodilator_fev1_fvc_percent', 'dlco_predictive_percent', 'radiation_therapy', 'postoperative_rx_tx', 'primary_therapy_outcome_success', 'new_tumor_events', 'drugs', 'radiations', 'follow_ups']
Total columns in the dataset: 16960

Total rows in the dataset: 1162

2. NaN, Duplicates, Mixed data types¶

First the preprocessed dataset is checked for duplicates based on the "case_id", only one row should be availible for each case. Next any rows containing NaN values are dropped. Lastly the gene features are checked for mixed data types. Any rows with mixed data types wil be removed. These step together make sure that the ML models have a proper format for train with.

In [1407]:
# Saving the orginal dataset size, before it changes
oldRowCount: int = len(dataFrame)

# Dropping al the duplicate rows based on the 'case_id' column, to ensure each case is unique
dataFrame.drop_duplicates(subset=['case_id'], inplace=True)

# A dictionary to map the feature selection steps to data frame feature counts
featureSelectionSteps: dict[str, int] = {"Initial": len(dataFrame.columns)}

# Only keeping the selected columns, this is done after dropping duplicates else the 'case_id' column would not exist
dataFrame = dataFrame[clinicalColumns + geneColumns]

# Updating the feature selection steps with the new count after selecting columns
featureSelectionSteps["Clinical Column Selection"] = len(dataFrame.columns)

# Calculating the difference between the old and new count to retieve the number of duplicate rows
duplicateRowCount: int = oldRowCount - len(dataFrame)

# Dropping rows with any NaN values
dataFrame.dropna(inplace=True)

# Calculating the difference between the old and new count to retieve the number of NaN rows
nanRowCount: int = oldRowCount - duplicateRowCount - len(dataFrame)

# Identifying columns with mixed data types
mixedTypeColumns: list[str] = [
    col for col in dataFrame.columns
    if dataFrame[col].map(type).nunique() > 1
]

# Dropping columns with mixed data types
dataFrame.drop(columns=mixedTypeColumns, inplace=True)

# Calculating the difference between the old and new count to retieve the number of mixed type rows
mixedTypeRowCount: int = oldRowCount - duplicateRowCount - nanRowCount - len(dataFrame)

# Retrieving the final row count after all operations
newRowCount: int = len(dataFrame)

2.1. Filter counts plot¶

In [1408]:
import matplotlib.pyplot as plt

# Plotting keys and values for the line graph
categories = ['Original', 'Duplicates', 'NaN', 'Mixed Type']
counts = [oldRowCount, duplicateRowCount, nanRowCount, mixedTypeRowCount]

# Updating the changes in count to refect total counts
current = oldRowCount
for i, count in enumerate(counts[1:]):
    current -= count
    counts[i + 1] = current

plt.plot(categories, counts, marker='o', linestyle='-', color='b')  # line with points

# Adding annotations to the plot for better understanding
for i, count in enumerate(counts):
    plt.text(i, count, str(count), ha='center', va='bottom')    

plt.title('Row Filtering Counts')
plt.xlabel('Row Categories')
plt.ylabel('Count')
plt.grid(True)  # optional, adds grid for readability
plt.show()

# Displaying the statsistics in text format for precise values
print(f"Original row count: {oldRowCount}")
print(f"Duplicate rows removed: {duplicateRowCount}")
print(f"Rows with NaN values removed: {nanRowCount}")
print(f"Mixed type rows removed: {mixedTypeRowCount}")
print(f"Final row count after processing: {newRowCount}")
No description has been provided for this image
Original row count: 1162
Duplicate rows removed: 144
Rows with NaN values removed: 0
Mixed type rows removed: 0
Final row count after processing: 1018
In [1409]:
# Plotting the training target column count distribution in graph format
histologyCounts = dataFrame[targetColumn].value_counts()
histologyCounts.plot(kind='bar', title=f'{targetColumn.capitalize()} Counts', xlabel='')

# Adding annotations to the plot for better understanding
for index, value in enumerate(histologyCounts):
    plt.text(index, value, str(value), ha='center', va='bottom')

# Displating the distribution using text format for precision
print(f"\n{targetColumn.capitalize()} Counts Distribution:")
print(histologyCounts)
Icd_o_3_histology Counts Distribution:
icd_o_3_histology
8070/3    465
8140/3    313
8255/3    107
8550/3     24
8260/3     22
8252/3     19
8480/3     14
8083/3     14
8071/3     13
8230/3      5
8253/3      5
8052/3      4
8507/3      3
8250/3      3
8072/3      3
8310/3      2
8073/3      1
8490/3      1
Name: count, dtype: int64
No description has been provided for this image

3. Categorising the histology types¶

In [1410]:
# Initializing the histology column to classify histology types
import numpy as np

# Converting the target column to string type to ensure consistent processing
dataFrame[targetColumn] = dataFrame[targetColumn].astype(str)

# Mapping the category numbers to their respective names for visualization
categoryNameMap: dict[int, str] = {
    # 0: 'Squamous',
    # 1: 'Adenocarcinoma',
    # 2: 'Other'
}   

# Defining sets to identify histology types in each category
squamousCodes: set = set()
adenocarcinomaCodes: set = set()
otherHistologyCodes: set = set()
invalidHistologyCodes: set = set()

# Function looks at the ICD-O-3 histology code and classifies it into one of three categories
def classifyHistology(icdCode: str) -> int:
    global otherHistologyCodes, squamousCodes, adenocarcinomaCodes, invalidHistologyCodes

    try:
        # Retrieving the numerical main code from the ICD-O-3 histology code
        mainCode: int = int(icdCode.split("/")[0])
    except:
        invalidHistologyCodes.add(icdCode)
        return None
    # Squamous
    if  8050 <= mainCode <= 8084:
        squamousCodes.add(icdCode)
        return 0
    # Adenocarcinoma  
    elif 8140 <= mainCode <= 8576:
        adenocarcinomaCodes.add(icdCode)
        return 1 
    
    # Other histology types will be counted as 2 ("Other")
    otherHistologyCodes.add(icdCode)
    return 2

# Dropping possible invalid histology codes
dataFrame.dropna(subset=[targetColumn], inplace=True)

# # Classifying histology types and updating the histology column
# dataFrame[targetColumn] = dataFrame[targetColumn].apply(classifyHistology).astype("category")

# Converting the histology column to categorical type for better memory efficiency
dataFrame[targetColumn] = pd.Categorical(dataFrame[targetColumn]).codes

# Dropping rows with only one smaple of histology type
dataFrame = dataFrame[dataFrame[targetColumn].value_counts()[dataFrame[targetColumn]].values > 1]

# Used for mean expression plots
filterdNonNormalizedDF: pd.DataFrame = dataFrame.copy()

# Using log2 to normalize the gene expression data
dataFrame[geneColumns] = np.log2(dataFrame[geneColumns] + 1)

# Saving a copy of the filtered DataFrame
filteredDF: pd.DataFrame = dataFrame.copy()

# Displaying the unique histology types and their counts
print(f'Squamous Codes ({len(squamousCodes)}):', squamousCodes)
print(f'Adenocarcinoma Codes ({len(adenocarcinomaCodes)}):', adenocarcinomaCodes)
print(f'Other Histology Codes ({len(otherHistologyCodes)}):', otherHistologyCodes)
print(f'Invalid Histology Codes ({len(invalidHistologyCodes)}):', invalidHistologyCodes)
Squamous Codes (0): set()
Adenocarcinoma Codes (0): set()
Other Histology Codes (0): set()
Invalid Histology Codes (0): set()
In [1411]:
import matplotlib.pyplot as plt
import seaborn as sns

# Plotting a small graph to visualize the distribution of histology types
sns.set_theme(style="whitegrid")
plt.figure(figsize=(6, 4))
sns.countplot(x=dataFrame[targetColumn].astype(str), palette="Set2", hue=dataFrame[targetColumn].astype(str))

# Adding annotations to the plot for better understanding
for index, value in enumerate(dataFrame[targetColumn].value_counts()):
    plt.text(index, value, str(value), ha='center', va='bottom')    

plt.title('Distribution of Histology Types')
plt.xlabel('Histology Type')
plt.ylabel('Count')
plt.xticks(ticks=list(categoryNameMap.keys()), labels=list(categoryNameMap.values()), rotation=45)
plt.tight_layout()
plt.show()

# Displaying the distribution of histology in text format to ensure precision
print('Squamous Count:', dataFrame[targetColumn].value_counts().get(0, 0))
print('Adenocarcinoma Count:', dataFrame[targetColumn].value_counts().get(1, 0))
print('Other Histology Count:', dataFrame[targetColumn].value_counts().get(2, 0))
No description has been provided for this image
Squamous Count: 4
Adenocarcinoma Count: 465
Other Histology Count: 13

4. Feature Selection¶

  • Feature Reduction
  • PCA
  • Research Features

4.1. Feature Reduction¶

Using many different feature reduction methods to find the optimal feature set.

4.1.1 Fraction Threshold¶

Any genes that where 80% of the sampels have a value lower that 5 wil be dropped, these genes likely do not play a large role in detecting histology subtypes.

In [1412]:
featureReductionFeatures: list[str] = geneColumns

# All feature redction changes will be made on this data frame
featureReductionDF: pd.DataFrame = dataFrame

countThreshold: int = 0.5 # TODO find logical value
sampleFractionThreshold: float = 0.9 # TODO find logical value

# Creating a mask for the data frame so only the active genes are included
lowCountmask = (featureReductionDF[featureReductionFeatures] < countThreshold).sum(axis=0) > (sampleFractionThreshold * featureReductionDF[geneColumns].shape[0])

# Creating a filterd data frame containing onlt gene columns that meet the threshold criteria
maskedDataFrame: pd.DataFrame = featureReductionDF[featureReductionFeatures].loc[:, ~lowCountmask]

# Updating the gene columns to ensure correct indexing
featureReductionFeatures = maskedDataFrame.columns

# Joining the original clinical columns with the filtered gene columns
featureReductionDF = featureReductionDF[clinicalColumns].join(maskedDataFrame)

# Adding an entry to the feature selection steps dictionary
featureReductionSteps = {**featureSelectionSteps, "Fraction Threshold": len(featureReductionDF.columns)}
4.1.2. Variance threshold¶

Small variance between gene samples have litte to no value to the global model training and can be dropped.

In [1413]:
from numpy import ndarray
from sklearn.feature_selection import VarianceThreshold

# Define a threshold for variance
varianceThreshold: int = 0.4 # 1  # TODO find logical value

# Step 1: Creating the data frame for the variance threshold to be applied
threshHoldDataFrame: pd.DataFrame = featureReductionDF[featureReductionFeatures]

# Step 2: Appling the VarianceThreshold
selector = VarianceThreshold(threshold=varianceThreshold)
selector.fit(threshHoldDataFrame)

# Step 3: Get selected column names
featureReductionFeatures = threshHoldDataFrame.columns[selector.get_support()]

# Step 4: Updating the data frame with the selected feature columns joined with clinical columns
featureReductionDF = threshHoldDataFrame[featureReductionFeatures].join(featureReductionDF[clinicalColumns])

# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Variance Threshold"] = len(featureReductionDF.columns)
In [1414]:
# Retrieving the 10 most variate genes for visualization
plotX = threshHoldDataFrame[featureReductionFeatures].var().sort_values(ascending=False)[:10]

# Plotting the most variate genes to visualize the variance distribution
plt.figure(figsize=(10, 5))
sns.barplot(x=plotX.values, 
    y=plotX.index, palette='viridis', hue=plotX.index, dodge=False)
plt.title('Top 20 Most Variate Genes')
plt.xlabel('Variance')
plt.ylabel('Feature')
plt.tight_layout()
plt.show()
No description has been provided for this image
4.1.3. Standard scaler (Data split)¶
In [1415]:
from sklearn.preprocessing import StandardScaler

# Splits the DataFrame into features (X) and target (y).
def getDataXAndY(dataFrame: pd.DataFrame, targetColumn: str) -> tuple[pd.DataFrame, pd.Series]:
    # All features except the target
    X = dataFrame.drop(columns=[targetColumn]) 
    # Target variable 
    y = dataFrame[targetColumn]  
    return X, y

# Scales all the features using the StandardScaler.
def scaleFeatures(dataFrame: pd.DataFrame, targetColumn: str) -> pd.DataFrame:
    X, _ = getDataXAndY(dataFrame, targetColumn)
    dataFrame[X.columns] = StandardScaler().fit_transform(X)
    return dataFrame

featureReductionDF = scaleFeatures(featureReductionDF, targetColumn)
4.1.4. Lasso regression¶
In [1416]:
from sklearn.linear_model import Lasso
from sklearn.feature_selection import SelectFromModel

# Define a threshold for Lasso regularization
lassoThreshold: float = 0.005  # TODO find logical value

XReductionTrain, yReductionTrain = getDataXAndY(featureReductionDF, targetColumn)
print(featureReductionDF[targetColumn].value_counts())

# 1. Fit Lasso and SelectFromModel
lasso: Lasso = Lasso(alpha=lassoThreshold)
selector: SelectFromModel = SelectFromModel(lasso)
selector.fit(XReductionTrain, yReductionTrain)

# 2. Get selected feature mask
lowCountmask: ndarray = selector.get_support()

# 3. Use mask to trim original DataFrame (preserving column names)
featureReductionFeatures = XReductionTrain.columns[lowCountmask]

# 4. join the target column with the filtered gene columns
featureReductionDF = XReductionTrain[featureReductionFeatures].join(yReductionTrain)

# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Lasso Regression"] = len(featureReductionDF.columns)
icd_o_3_histology
1     465
6     313
11    107
17     24
12     22
9      19
5      14
14     14
2      13
10      5
7       5
0       4
8       3
16      3
3       3
13      2
Name: count, dtype: int64
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:695: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.576e+02, tolerance: 1.842e+00
  model = cd_fast.enet_coordinate_descent(
In [1417]:
# Plotting the 10 best features based on Lasso coefficients
import matplotlib.pyplot as plt
import numpy as np

# Use real column names from your DataFrame
featureNames: list[str] = XReductionTrain.columns.tolist()

# Absolute coefficients
coefs = np.abs(selector.estimator_.coef_)

# Get indices of top 10 features
topIndices = np.argsort(coefs)[-10:][::-1] 

# Storing the plot y for the plot data and hue
plotX = np.array(featureNames)[topIndices]

# Plot the coefficients of the top 10 features
plt.figure(figsize=(10, 5))
sns.barplot(x=coefs[topIndices], y=plotX,  palette='viridis', hue=plotX, dodge=False)
plt.xlabel("Coefficient Magnitude")
plt.ylabel("Features")
plt.title("Top 10 Important Features (Lasso)")
plt.tight_layout()
plt.show()
No description has been provided for this image
4.1.5 Correlation threshold¶

Any correlated features have litte to no extra value to be includeded in model training and can be dropped.

In [1418]:
# Defining a threshold for correlation
correlationThreshold: float = 0.75 

# Creating a correlation matrix
correlationMatrix: pd.DataFrame = featureReductionDF[featureReductionFeatures].corr()

# Finding pairs of columns with correlation above the threshold
thresholdColumns = set()
for i in range(len(correlationMatrix.columns)):
    for j in range(i):
        if abs(correlationMatrix.iloc[i, j]) > correlationThreshold:
            colname: str = correlationMatrix.columns[i]
            thresholdColumns.add(colname)

# Dropping the selected columns from the original DataFrame
featureReductionDF.drop(columns=thresholdColumns, inplace=True)

# Updating the geneColumns to reflect the reduced set after correlation thresholding
featureReductionFeatures = getGeneColumns()

# Adding an entry to the feature selection steps dictionary
featureReductionSteps["Correlation Threshold"] = len(featureReductionDF.columns)
In [1419]:
import seaborn as sns
import matplotlib.pyplot as plt

# Plotting the correlation matrix
plt.figure(figsize=(12, 10))
sns.heatmap(correlationMatrix, annot=False, fmt=".2f", cmap='coolwarm', square=True)
plt.xticks(rotation=45, ha='right')
plt.yticks(rotation=0)
plt.tight_layout()
plt.xlabel('Genes')
plt.title('Correlation Matrix')
plt.show()
No description has been provided for this image
4.1.6. Select K Best¶
In [1420]:
from numpy import ndarray
from sklearn.feature_selection import SelectKBest, f_classif

kSelectBestThreshold: int = 10  # TODO find logical value

XReductionTrain, yReductionTrain = getDataXAndY(featureReductionDF, targetColumn)

# Creating the SelectKBest selector with the given threshold goal
selector: SelectKBest = SelectKBest(score_func=f_classif, k=kSelectBestThreshold)
selector.fit(XReductionTrain, yReductionTrain)

# Getting the mask of selected features
lowCountmask: ndarray = selector.get_support()
featureReductionFeatures = XReductionTrain.columns[lowCountmask]

# join the target column back
featureReductionDF = XReductionTrain[featureReductionFeatures].join(yReductionTrain)

# Adding an entry to the feature selection steps dictionary
featureReductionSteps["SelectKBest"] = len(featureReductionDF.columns)
In [1421]:
# Convert to DataFrame and sort by score
featureScores: pd.DataFrame = pd.DataFrame({'Feature': XReductionTrain.columns, 'Score': selector.scores_})
featureScores = featureScores.sort_values(by='Score', ascending=False).head(kSelectBestThreshold)

# Plot the features and the corresponding f-scores into a bar chart
plt.figure(figsize=(10, 5))
sns.barplot(data=featureScores, x='Score', y='Feature', palette='viridis', hue='Feature', dodge=False)
plt.title('Feature Importance (SelectKBest F-scores)')
plt.xlabel('F-score')
plt.ylabel('Feature')
plt.tight_layout()
plt.show()
No description has been provided for this image

4.2. PCA¶

In [1422]:
from sklearn.decomposition import PCA

# Defining the PCA variance threshold
PCAVarianceThreshold: float = 0.4  # TODO find logical value

X, y = getDataXAndY(filteredDF.copy(), targetColumn)

# Apply PCA to the gene expression columns
PCAInstance: PCA = PCA(n_components=PCAVarianceThreshold)
PCATransformed: ndarray = PCAInstance.fit_transform(X)

# Create new DataFrame with PCA-transformed features
PCAFeatures: list[str] = [f'PC{i+1}' for i in range(PCATransformed.shape[1])]
PCADF: pd.DataFrame = pd.DataFrame(PCATransformed, columns=PCAFeatures, index=y.index)

# Join PCA features with the target column
PCADF = PCADF.join(y)

# Scaling the PCA features
PCADF = scaleFeatures(PCADF, targetColumn)

# Creating a PCA specific feature selection steps dictionary
PCASteps: dict[str: int] = {
    **featureSelectionSteps,
    "PCA": len(PCADF.columns)
}
In [1423]:
# Get the PCA components (loadings)
pcaComponents: ndarray = PCAInstance.components_

# Number of top features to display
topN: int = 10  

# Create a DataFrame of feature importances
componentDf: pd.DataFrame = pd.DataFrame()
componentDf['feature'] = X.columns
componentDf['weight'] = np.abs(pcaComponents[0])  # Take absolute values for importance

# Sort by absolute weight
componentDf = componentDf.sort_values('weight', ascending=False)

# Display top features
print(f"Top {topN} features contributing to the first PCA component:")
print(componentDf.head(topN))

# Plot top features
plt.figure(figsize=(10, 5))
plt.barh(componentDf['feature'].head(topN)[::-1], componentDf['weight'].head(topN)[::-1])
plt.xlabel('Absolute Weight in First Principal Component')
plt.title(f'Top {topN} Features in PCA')
plt.tight_layout()
plt.show()

# Get the top features from the component DataFrame
topPCAFeatures = componentDf.head(topN)['feature'].values

# Create a DataFrame with just these top features
topPCADF = filteredDF[np.append(topPCAFeatures, targetColumn)]
Top 10 features contributing to the first PCA component:
                          feature    weight
6835        MALAT1_tpm_unstranded  0.052796
5573         NEAT1_tpm_unstranded  0.051401
7704    AC136475.3_tpm_unstranded  0.042819
3469     LINC00342_tpm_unstranded  0.042149
2343   ANKRD10-IT1_tpm_unstranded  0.041743
7752    AP006621.2_tpm_unstranded  0.041185
8296    AL928654.2_tpm_unstranded  0.040487
12660   AC084018.1_tpm_unstranded  0.039103
10474   AC110285.2_tpm_unstranded  0.038909
1940    AC006042.1_tpm_unstranded  0.038639
No description has been provided for this image

4.3. Research Features¶

In [1424]:
# Defining the research features to be used in the final model
researchFeatures: list[str] = [
    'MALAT1_tpm_unstranded', 'SNHG1_tpm_unstranded', 'MIR22HG_tpm_unstranded', 
    'HOXA11-AS_tpm_unstranded', 'AC068228.1_tpm_unstranded', 'SATB2-AS1_tpm_unstranded', 
    'LINC01843_tpm_unstranded', 'AL606489.1_tpm_unstranded'
]

# Creating a new DataFrame with only the research features
researchDF: pd.DataFrame = filteredDF[researchFeatures + [targetColumn]].copy()

# Scaling the features in the research DataFrame
researchDF = scaleFeatures(researchDF, targetColumn) 

# Creating a research specific feature selection steps dictionary
researchSteps: dict[str: int] = {
    **featureSelectionSteps,
    "Research Features": len(researchDF.columns)
}
4.4. Reduction Graph¶

Showing the step in feature selection for the various methods used

In [1425]:
# Plotting a line graph showing the feature selection steps
plt.figure(figsize=(10, 5))

# Function to plot a line graph for feature selection steps
def plotLine(dictData: dict[str, int], keepStart: bool = False) -> None:
    plt.plot(list(dictData.keys()), list(dictData.values()), marker='o')

    # Adding annotations for each point
    for step, count in list(dictData.items())[(0 if keepStart else 2):]:
        plt.annotate(f'{count}', (step, count), textcoords="offset points", xytext=(0, 5), ha='center')


# Plotting the feature selection steps for each method
plotLine(PCASteps, True)
plotLine(researchSteps)
plotLine(featureReductionSteps)  

plt.legend(['PCA', 'Research Features', 'Feature Reduction Steps'], loc='upper right')

plt.title('Feature Selection Steps')
plt.xlabel('Feature Selection Steps')
plt.ylabel('Number of Features')
plt.xticks(rotation=45)
plt.grid()
plt.tight_layout()
plt.show()
No description has been provided for this image

4.5. Mean Expression graphs¶

In [1426]:
from matplotlib.axes import Axes

# Function that creates a dictionary for feature reduction results
def createDictForModels(rfResults: dict[str: object], logRegResults: dict[str: object], svmResults: dict[str: object]) -> dict[str: dict[str: object]]:
    return {
        'Random Forest': rfResults,
        'Logistic Regression': logRegResults,
        'Support Vector Machine': svmResults
    }

def createDictForFeatureSelection(featureReduction, pca, research) -> dict[str: object]:
    return {
        'Feature Reduction': featureReduction,
        'PCA': pca,
        'Research Features': research
    }


# Function to plot the mean expression of the top features by histology type
def plotMeanExpressions(ax: Axes, dataFrame: pd.DataFrame, features: list, title):
    # Calculate mean values for each histology type
    squamousMeans = dataFrame[dataFrame[targetColumn] == 0][features].mean()
    adenocarcinomaMeans = dataFrame[dataFrame[targetColumn] == 1][features].mean()

    # Create a comparison DataFrame
    comparisonDf: pd.DataFrame = pd.DataFrame({
        'feature': features,
        'Squamous': squamousMeans.values, 
        'Adenocarcinoma': adenocarcinomaMeans.values,
    })

    # Melt the DataFrame for easier plotting with seaborn
    meltedDF: pd.DataFrame = pd.melt(comparisonDf, id_vars=['feature'], var_name='group', value_name='meanExpression')

    # Create the plot
    sns.barplot(x='meanExpression', y='feature', hue='group', data=meltedDF, ax=ax)
    ax.set_title(title, fontsize=14)
    ax.set_xlabel('Mean Expression Value', fontsize=12)
    ax.set_ylabel('Feature', fontsize=12)
    ax.legend(title='Group')

    # Set plot horizontal alignment
    ax.set_xlim(0, meltedDF['meanExpression'].max() * 1.1)  # Adjust x-axis limit for better visibility

def plotMeanExpressionsSubplots(data: dict[str: dict[str: object]], title: str) -> None:
    # Creating subplots for the different feature selection methods
    fig, axs = plt.subplots(1, 3, figsize=(18, 6))

    # Title for the entire figure
    fig.suptitle(title, fontsize=16)

    # Iterating through the data dictionary to plot each feature selection method
    for i, (name, (dataFrame, features)) in enumerate(data.items()):
        # Plotting the mean expression for each feature selection method
        plotMeanExpressions(axs[i], dataFrame, features, f'{name} Mean Expression')

    # Adjust layout to prevent overlap
    plt.tight_layout()
    # Show the plot
    plt.show()    

    # Plotting the mean expression for the different feature selection methods
    plotMeanExpressions(axs[0], filteredDF[featureReductionDF.columns], featureReductionFeatures, 'Feature Reduction Mean Expression')
    plotMeanExpressions(axs[1], topPCADF, topPCAFeatures, 'PCA Mean Expression')
    plotMeanExpressions(axs[2], filteredDF[researchDF.columns], researchFeatures, 'Research Features Mean Expression')

# Plotting the mean expressions of the top features for each feature selection method in normalized format
plotMeanExpressionsSubplots(createDictForFeatureSelection(
    (filteredDF[featureReductionDF.columns], featureReductionFeatures), 
    (topPCADF, topPCAFeatures), 
    (filteredDF[researchDF.columns], researchFeatures)), 
   'Mean Expression of Top Features (Normalized)'
)

# Plotting the mean expressions of the top features for each feature selection method in non-normalized format
plotMeanExpressionsSubplots(createDictForFeatureSelection(
    (filterdNonNormalizedDF[featureReductionDF.columns], featureReductionFeatures), 
    (filterdNonNormalizedDF[topPCADF.columns], topPCAFeatures), 
    (filterdNonNormalizedDF[researchDF.columns], researchFeatures)), 
    'Mean Expression of Top Features (Non-Normalized)'
)
No description has been provided for this image
No description has been provided for this image

5. Model training¶

In [1427]:
from collections.abc import Callable
import shap
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
from sklearn.svm import SVC
from sklearn.linear_model import LogisticRegression

# Random state for reproducibility
randomState: int = 462 
# Number of folds for cross-validation 
foldCount: int = 10
# Test size for train-test split
testSize: float = 0.2

# Turn on or off to show the average fold results or the final model results
onlyMainModel: bool = False

# Function to get the test and train split of the model DataFrame
def getTestTrainSplit( randomState: int, testSize: int) -> Callable:
    def inner(modelDF: pd.DataFrame, targetColumn: str) -> tuple[pd.DataFrame, pd.DataFrame]:
        return train_test_split(modelDF, test_size=testSize, random_state=randomState, stratify=modelDF[targetColumn])
    return inner

# Aplying the settings so each feature selection method used the same
spitter: Callable = getTestTrainSplit(randomState, testSize)

# Splitting the model up into test and train set for the different feature selection methods
trainReductionDF, testReductionDF = spitter(featureReductionDF, targetColumn)
trainPCADF, testPCADF = spitter(PCADF, targetColumn)
trainResearchDF, testResearchDF = spitter(researchDF, targetColumn)

# Function to get the best parameters for a given model using GridSearchCV
def getTunedModel(model, X: pd.DataFrame, y: pd.Series, paramGrid: dict | list[dict]) -> tuple[object, dict[str, object]]:
    from sklearn.model_selection import GridSearchCV
    import warnings

    # The scores used for parameter tuning and evaluation
    scoring: tuple[str] = ('accuracy', 'f1', 'recall',)

    # Using GridSearchCV to find the best parameters
    gridSearch: GridSearchCV = GridSearchCV(model, paramGrid, cv=foldCount, scoring=scoring, n_jobs=-1, error_score=np.nan, refit='f1')
    
    # Suppressing warnings during the fitting process because some models may generate warnings during hyperparameter tuning
    with warnings.catch_warnings():
        warnings.simplefilter("ignore")
        gridSearch.fit(X, y)

    # Return the best estimator
    return (gridSearch.best_estimator_, gridSearch.best_params_)

# Function to create a results dictionary to store evaluation metrics
def createResultsDict() -> dict[str, object]:
    return {
        'test_score': [],
        'roc_curves': [],
        'confusion_matrices': [],
        'feature_importances': [],
        'classification_reports': [],
        'shap_values': [],
        'average_feature_importance': None,
        'average_shap_values': None,
    }

# Function to average multiple confusion matrices
def averageConfusionMatrices(confMatrixList):
    # Collect all unique labels from rows (Actual) and columns (Predicted)
    allIndexLabels = set()
    allColumnLabels = set()
    
    # Iterate through each confusion matrix to gather all unique labels
    for confMatrix in confMatrixList:
        allIndexLabels.update(confMatrix.index)
        allColumnLabels.update(confMatrix.columns)
    
    allIndexLabels = sorted(allIndexLabels)
    allColumnLabels = sorted(allColumnLabels)

    # Align each matrix to the full set of labels, filling missing values with 0
    alignedMatrices = [
        confMatrix.reindex(index=allIndexLabels, columns=allColumnLabels, fill_value=0)
        for confMatrix in confMatrixList
    ]
    
    # Stack matrices into a 3D array and compute the element-wise mean
    stackedMatrices = np.stack([matrix.to_numpy() for matrix in alignedMatrices])
    averagedMatrix = np.mean(stackedMatrices, axis=0)

    # Adding actual and predicted labels to the averaged matrix
    averagedMatrix = pd.DataFrame(averagedMatrix, index=allIndexLabels, columns=allColumnLabels) 
    # Ensure the DataFrame is properly indexed and labeled
    averagedMatrix.index.name = 'Actual'
    averagedMatrix.columns.name = 'Predicted'
    
    # Return the averaged matrix as a DataFrame
    return averagedMatrix

def averageClassificationReports(reports: list[dict]) -> dict:
    avgReport: dict = {}

    # Dynamically collect all class labels across all reports
    allLabels: set = set()
    for report in reports:
        allLabels.update([key for key in report.keys() if key not in ('accuracy', 'macro avg', 'weighted avg')])
    allLabels = sorted(allLabels)  # Optional: sort for consistency

    # Compute average per-class metrics
    for label in allLabels:
        labelMetrics = {}

        # Get all metric keys for this label across reports (in case some metrics are missing)
        allMetrics = set()
        for report in reports:
            if label in report:
                allMetrics.update(report[label].keys())

        # Calculate the average for each metric for this label
        for metric in allMetrics:
            values = [rep[label][metric] for rep in reports if label in rep and metric in rep[label]]
            if values:
                labelMetrics[metric] = np.mean(values)
        avgReport[label] = labelMetrics

    return avgReport    

# Function to train the model and evaluate its performance
def trainModel(model, XTrain: pd.DataFrame, XTest: pd.DataFrame, yTrain: pd.Series, yTest: pd.Series, results: dict[str:int]) -> object:
    from sklearn.metrics import roc_curve
    from sklearn.metrics import classification_report

    # Training the model based on the current fold
    model.fit(XTrain, yTrain)

    # Predict probabilities for the positive class
    yScore = model.predict_proba(XTest)[:, 1]  # Positive class

    # Check if the model has a feature_importances_ attribute
    hasFeatureImportances: bool = hasattr(model, 'feature_importances_')
    hasCoefficients: bool = hasattr(model, 'coef_')
    isMuliticlass: bool = hasattr(model, 'classes_') and len(model.classes_) > 2

    # Scoring the model on the test set
    results['test_score'].append(model.score(XTest, yTest))  

    # Storing the classification report
    results['classification_reports'].append(classification_report(yTest, model.predict(XTest), output_dict=True))

    # Checking if the model has support for ROC curves
    if not isMuliticlass:
        results['roc_curves'].append(roc_curve(yTest, yScore))

    # Calculate confusion matrix
    results['confusion_matrices'].append(pd.crosstab(yTest, model.predict(XTest), rownames=['Actual'], colnames=['Predicted']))

    # If the model has feature importances, ro coefficients, or neither, we handle them accordingly
    data: list[float] | None = None
    if hasFeatureImportances:
        data = (model.feature_importances_, 'Importance')
    elif hasCoefficients:
        data = (model.coef_[0], 'Coefficient')

    # If the model has feature importances or coefficients, store them  
    if data is not None:
        results['feature_importances'].append(pd.DataFrame(data[0], index=XTrain.columns, columns=[data[1]]).sort_values(data[1], ascending=False))      

    # Creating an explainer for SHAP values
    explainer: shap.Explainer = shap.Explainer(model, XTrain)

    # Checking if the class is TreeExplainer to determine if feature importances are available
    isTreeExplainer: bool = isinstance(explainer, shap.TreeExplainer)
    shapValues = explainer(XTest, check_additivity=False) if isTreeExplainer else explainer(XTest)

    # Store the SHAP values
    results['shap_values'].append((shapValues, XTest))   

# Function that evaluates any model's performance
def modelScore(model, trainDF: pd.DataFrame, testDF: pd.DataFrame, targetColumn: str, onlyMain: bool) -> dict[str, object]:
    from sklearn.model_selection import StratifiedKFold

    # Creating a results dictionary to store evaluation metrics
    results: dict[str, object] = createResultsDict()

    # Creating a StratifiedKFold object for cross-validation
    cv: StratifiedKFold = StratifiedKFold(n_splits=foldCount, shuffle=True, random_state=randomState)

    # Spliting the training data into features (X) and target (y)
    XTrain, yTrain = getDataXAndY(trainDF, targetColumn)

    # This makes sure the correct results are added to the results dictionary
    if onlyMain:
        XTest, yTest = getDataXAndY(testDF, targetColumn)
        # Train the model on the entire training set
        trainModel(model, XTrain, XTest, yTrain, yTest, results)
    else:
        # Manual cross-validation loop
        for trainIdx, testIdx in cv.split(XTrain, yTrain):
            # Train the model and evaluate its performance
            trainModel(model, XTrain.iloc[trainIdx], XTrain.iloc[testIdx], yTrain.iloc[trainIdx], yTrain.iloc[testIdx], results)

    # Calculate the average confusion matrix
    results['average_confusion_matrix'] = averageConfusionMatrices(results['confusion_matrices'])

    # Calculate the average feature importances
    if len(results['feature_importances']) > 0:
        results['average_feature_importance'] = pd.concat(results['feature_importances']).groupby(level=0).mean()
   
    # Adding the averaged classification report to results
    results['average_classification_report'] = averageClassificationReports(results['classification_reports'])         

    if len(results['shap_values']) > 0:
        # allShapValues = np.vstack(results['shap_values'])
        #np.mean(np.abs(allShapValues), axis=0)
        results['average_shap_values'] = results['shap_values'][0]     
    
    return results

# Function to retrieve the feature matrix (X) and target vector (y) for ech feature selection method
XReductionTrain, yReductionTrain = getDataXAndY(trainReductionDF, targetColumn)
XPCATrain, yPCATrain = getDataXAndY(trainPCADF, targetColumn)
XResearchTrain, yResearchTrain = getDataXAndY(trainResearchDF, targetColumn)

# Runs model parameter tuning and evaluation for a given model
def getModelResults(targetColumn: str, onlyMainModel: bool) -> Callable:
    def inner(model, XTrain: pd.DataFrame, yTrain: pd.Series, trainDF: pd.DataFrame, testDF: pd.Series, paramGrid: dict[str, list]) -> dict[str, object]:
        model, modelParams = getTunedModel(model, XTrain, yTrain, paramGrid)
        results: dict[str: object] = modelScore(model, trainDF, testDF, targetColumn, onlyMainModel)
        print(f"Parameters: {modelParams}")
        return results
    return inner

# Function to retrieve the model results for each feature selection method
modelEvaluator: Callable = getModelResults(targetColumn, onlyMainModel)

# Training the Random Forest Classifier
rf = RandomForestClassifier(random_state=randomState)
rfParamGrid: dict[str: list] = {
    'n_estimators': [75, 100, 125],
    'max_depth': [None, 10, 20],
    'min_samples_split': [2, 3, 5],
    'min_samples_leaf': [1, 2],
    'max_features': ['sqrt', 'log2'],
    'bootstrap': [True, False],
}

# Training the Random Forest model and evaluating its performance
print("Training Random Forest Classifier...")
rfReductionResults: dict[str: object] = modelEvaluator(rf, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, rfParamGrid)
rfPCAResults: dict[str: object] = modelEvaluator(rf, XPCATrain, yPCATrain, trainPCADF, testPCADF, rfParamGrid)
rfResearchResults: dict[str: object] = modelEvaluator(rf, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, rfParamGrid)

# Training a Logistic Regression model
logReg = LogisticRegression(random_state=randomState)
logRegParamGrid: list[dict[str: list]] = [
    {
        'C': [0.01, 0.1, 1, 10, 100],
        'penalty': ['l2'],
        'solver': ['lbfgs', 'liblinear'],
        'max_iter': [100, 200]
    },
    {
        'C': [0.01, 0.1, 1, 10, 100],
        'penalty': ['l1', 'l2', 'elasticnet', 'none'],
        'solver': ['saga'],
        'max_iter': [100, 200]
    },
]

# Training the Logistic Regression model and evaluating its performance
print("Training Logistic Regression Classifier...")
logRegReductionResults: dict[str: object] = modelEvaluator(logReg, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, logRegParamGrid)
logRegPCAResults: dict[str: object] = modelEvaluator(logReg, XPCATrain, yPCATrain, trainPCADF, testPCADF, logRegParamGrid)
logRegResearchResults: dict[str: object] = modelEvaluator(logReg, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, logRegParamGrid)

# Train a Support Vector Machine (SVM) model
svm = SVC(random_state=randomState, probability=True)
smvParamGrid: dict[str: list] = {
    'kernel': ['linear'],
    'C': [0.1, 1, 10, 100],
    'max_iter': [750, 1000, 1250],
    'class_weight': [None, 'balanced'],
}

# Training the SVM model and evaluating its performance
print("Training Support Vector Machine Classifier...")
svmReductionResults: dict[str: object] = modelEvaluator(svm, XReductionTrain, yReductionTrain, trainReductionDF, testReductionDF, smvParamGrid)
svmPCAResults: dict[str: object] = modelEvaluator(svm, XPCATrain, yPCATrain, trainPCADF, testPCADF, smvParamGrid)
svmResearchResults: dict[str: object] = modelEvaluator(svm, XResearchTrain, yResearchTrain, trainResearchDF, testResearchDF, smvParamGrid)
Training Random Forest Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 95%|=================== | 1250/1312 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 98%|===================| 1289/1312 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 99%|===================| 1282/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 99%|===================| 1283/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
100%|===================| 1294/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 99%|===================| 1280/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
100%|===================| 1291/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 97%|=================== | 1279/1312 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 93%|=================== | 1219/1312 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 99%|===================| 1294/1312 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 96%|=================== | 1249/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 98%|===================| 1274/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 98%|===================| 1272/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 95%|=================== | 1228/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 94%|=================== | 1214/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 92%|==================  | 1186/1296 [00:11<00:01]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 98%|===================| 1268/1296 [00:11<00:00]       c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
 94%|=================== | 1223/1296 [00:11<00:00]       
Parameters: {'bootstrap': True, 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 75}
Training Logistic Regression Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'lbfgs'}
Training Support Vector Machine Classifier...
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_split.py:805: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=10.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
Parameters: {'C': 0.1, 'class_weight': None, 'kernel': 'linear', 'max_iter': 750}
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\svm\_base.py:305: ConvergenceWarning: Solver terminated early (max_iter=750).  Consider pre-processing your data with StandardScaler or MinMaxScaler.
  warnings.warn(
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))

6. Model evaluation¶

6.1. Model Scores¶

In [1428]:
from numpy import median

# Function that plots a dictionary of model scores
def boxPlotModelScores(results: dict[str: dict[str: object]], kind: str) -> None:
    # Ticks for the x-axis based on the keys of the results dictionary
    keys: list[str] = list(results.keys())

    # Extracting the values from the scores dictionary
    scores: list[list[float]] = [score['test_score'] for score in list(results.values())] 

    # Plotting the box plot of model scores
    plt.figure(figsize=(18, 6))
    plt.boxplot(scores, vert=True, tick_labels=keys)
    plt.title(f'Model Scores ({kind})', fontsize=16)
    
    # Displaying all the datapoints recieved from the cross-validation scores
    for i, score in enumerate(scores):
        plt.scatter([i + 1] * len(score), score, color='red', alpha=0.5)

    # Function that adds anotations to the box plot for median, min, and max values
    def plotTextualValues(scores: list[float]):
        yOffset = (max(scores) - min(scores)) * 0.02  # dynamic offset based on range
        
        # Adding text annotations for each score
        for i, value in enumerate(scores):
            valueRounded = round(value, 3)
            plt.text(
                i + 1,
                value + yOffset,
                str(valueRounded),
                ha='center',
                va='bottom',
                fontsize=9,
                color='black',
                weight='bold'
            )

    # Displaying the median values for each model on the box plot
    plotTextualValues([median(score) for score in scores])

    # Displaying the minimum and maximum values for each model on the box plot
    plotTextualValues([min(score) for score in scores])
    plotTextualValues([max(score) for score in scores])

    # Move x-axis ticks and label to the top
    ax = plt.gca()
    ax.xaxis.set_ticks_position('top')
    ax.xaxis.set_label_position('top')

    plt.ylabel('Score')
    plt.grid()
    plt.tight_layout() 
    plt.show()    

# Plotting the model scores for feature reduction
reductionScores: dict[str: dict[str: object]] = createDictForModels(rfReductionResults, logRegReductionResults, svmReductionResults)
boxPlotModelScores(reductionScores, 'Feature Reduction')  

# Plotting the model scores for PCA
PCAScores: dict[str: dict[str: object]] = createDictForModels(rfPCAResults, logRegPCAResults, svmPCAResults)
boxPlotModelScores(PCAScores, 'PCA')

# Plotting the model scores for research features
researchScores: dict[str: dict[str: object]] = createDictForModels(rfResearchResults, logRegResearchResults, svmResearchResults)
boxPlotModelScores(researchScores, 'Research Features')

# Function to print the scores of the models in a readable format
def printScores(scores: dict[str: dict[str: object]], title) -> None:
    print(f"\n{title}:")
    for model, result in scores.items():
        print(f"{model} Scores ({median(result['test_score'])}): {result['test_score']}")


# Printing scores for feature reduction, PCA, and research features
printScores(reductionScores, "Feature Reduction Model Scores")
printScores(PCAScores, "PCA Model Scores")
printScores(researchScores, "Research Features Model Scores")
No description has been provided for this image
No description has been provided for this image
No description has been provided for this image
Feature Reduction Model Scores:
Random Forest Scores (0.6994128274616079): [0.7073170731707317, 0.6951219512195121, 0.7037037037037037, 0.7160493827160493, 0.6666666666666666, 0.7037037037037037, 0.6790123456790124, 0.6790123456790124, 0.7530864197530864, 0.6419753086419753]
Logistic Regression Scores (0.6975308641975309): [0.7317073170731707, 0.7073170731707317, 0.7160493827160493, 0.7037037037037037, 0.6790123456790124, 0.691358024691358, 0.6296296296296297, 0.6296296296296297, 0.7160493827160493, 0.6666666666666666]
Support Vector Machine Scores (0.6790123456790124): [0.7317073170731707, 0.6951219512195121, 0.6790123456790124, 0.7283950617283951, 0.6790123456790124, 0.6790123456790124, 0.6419753086419753, 0.654320987654321, 0.7160493827160493, 0.6790123456790124]

PCA Model Scores:
Random Forest Scores (0.6871424269798254): [0.7195121951219512, 0.6829268292682927, 0.691358024691358, 0.7530864197530864, 0.654320987654321, 0.6419753086419753, 0.6419753086419753, 0.654320987654321, 0.7037037037037037, 0.7037037037037037]
Logistic Regression Scores (0.6748720264980428): [0.7073170731707317, 0.6707317073170732, 0.7407407407407407, 0.7283950617283951, 0.6419753086419753, 0.6666666666666666, 0.6666666666666666, 0.6790123456790124, 0.7283950617283951, 0.6666666666666666]
Support Vector Machine Scores (0.6870671484492623): [0.7317073170731707, 0.6951219512195121, 0.7283950617283951, 0.7530864197530864, 0.6296296296296297, 0.654320987654321, 0.654320987654321, 0.6666666666666666, 0.7160493827160493, 0.6790123456790124]

Research Features Model Scores:
Random Forest Scores (0.6296296296296297): [0.6463414634146342, 0.6097560975609756, 0.6296296296296297, 0.6296296296296297, 0.5925925925925926, 0.6049382716049383, 0.6419753086419753, 0.654320987654321, 0.6666666666666666, 0.6049382716049383]
Logistic Regression Scores (0.6234567901234568): [0.6829268292682927, 0.6707317073170732, 0.6296296296296297, 0.6172839506172839, 0.6172839506172839, 0.6172839506172839, 0.5925925925925926, 0.6296296296296297, 0.6419753086419753, 0.6049382716049383]
Support Vector Machine Scores (0.6296296296296297): [0.6951219512195121, 0.6585365853658537, 0.5925925925925926, 0.6296296296296297, 0.6296296296296297, 0.6172839506172839, 0.5555555555555556, 0.6419753086419753, 0.6296296296296297, 0.6049382716049383]

6.2. Confusions Matrixces¶

In [1429]:
from matplotlib.axes import Axes

# Function that displays any given confusion matrix on a specified axis
def plotConfusionMatrix(ax: Axes, results, name: str = 'Confusion Matrix', showYLabels: bool = False) -> None:
    averageConfusionMatrix: pd.DataFrame = results['average_confusion_matrix']

    # Plotting the confusion matrix using seaborn's heatmap
    sns.heatmap(averageConfusionMatrix, annot=True, fmt='.1f', cmap='Blues', cbar=False, ax=ax)
    ax.set_title(name)

    # Getting the x and y ticks from the confusion matrix
    xTicks: list[str] = averageConfusionMatrix.columns.tolist()
    yTicks: list[str] = [categoryNameMap.get(int(label), label) for label in averageConfusionMatrix.index]

    # Displaying the ticks on both axes
    ax.set_xticklabels(xTicks, rotation=45, ha='right')
    ax.set_yticklabels(yTicks, rotation=0)

    # Used for fine control and less redundant labels
    if not showYLabels:
        ax.set_ylabel('')
        ax.set_yticklabels([])

# Function to plot confusion matrices for different models in a subplot
def plotConfusionMatrixSubPlot(matrices: dict[str, dict], kind: str):
    # Creating a subplot figure with 3 columns for each model's confusion matrix
    fig, ax = plt.subplots(1, 3, figsize=(18, 6))

    # Title for the entire figure
    fig.suptitle(f'Confusion Matrices for Different Models ({kind})', fontsize=16)

    # Plotting each confusion matrix in its respective subplot
    for i, (modelName, results) in enumerate(matrices.items()):
        plotConfusionMatrix(ax[i], results, modelName, showYLabels=(i == 0))

    plt.tight_layout()
    plt.show()

# Plotting the confusion matrices for the feature reduction method
plotConfusionMatrixSubPlot(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')

# Plotting the confusion matrices for the PCA method
plotConfusionMatrixSubPlot(createDictForModels(
        rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')

# Plotting the confusion matrices for the research features method
plotConfusionMatrixSubPlot(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')


# Printing confusion matrices for each model in a readable format
def printAverageConfusionMatrices(matrices: dict[str, dict], kind: str) -> None:
    for modelName, results in matrices.items():
        print(f"\n{modelName} Average Confusion Matrix ({kind}):")
        print(results['average_confusion_matrix'])

# Printing the average confusion matrices for feature reduction, PCA, and research features
printAverageConfusionMatrices(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printAverageConfusionMatrices(createDictForModels(
    rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printAverageConfusionMatrices(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
No description has been provided for this image
No description has been provided for this image
No description has been provided for this image
Random Forest Average Confusion Matrix (Feature Reduction):
Predicted    1     6    11
Actual                    
0           0.2   0.1  0.0
1          34.4   2.6  0.2
2           0.9   0.1  0.0
3           0.1   0.1  0.0
5           1.1   0.0  0.0
6           2.3  21.3  1.4
7           0.0   0.4  0.0
8           0.0   0.3  0.0
9           0.0   1.4  0.1
10          0.2   0.2  0.0
11          0.4   7.5  0.7
12          0.2   1.6  0.0
13          0.0   0.2  0.0
14          0.1   1.0  0.0
16          0.0   0.2  0.0
17          0.0   1.7  0.2

Logistic Regression Average Confusion Matrix (Feature Reduction):
Predicted     1     6
Actual               
0           0.2   0.1
1          33.1   4.1
2           1.0   0.0
3           0.2   0.0
5           1.1   0.0
6           2.3  22.7
7           0.0   0.4
8           0.0   0.3
9           0.0   1.5
10          0.0   0.4
11          0.1   8.5
12          0.1   1.7
13          0.0   0.2
14          0.1   1.0
16          0.0   0.2
17          0.0   1.9

Support Vector Machine Average Confusion Matrix (Feature Reduction):
Predicted     1     6
Actual               
0           0.2   0.1
1          32.4   4.8
2           0.9   0.1
3           0.1   0.1
5           1.1   0.0
6           1.5  23.5
7           0.0   0.4
8           0.0   0.3
9           0.0   1.5
10          0.0   0.4
11          0.1   8.5
12          0.1   1.7
13          0.0   0.2
14          0.1   1.0
16          0.0   0.2
17          0.0   1.9

Random Forest Average Confusion Matrix (PCA):
Predicted    1     6    11   14   17
Actual                              
0           0.2   0.1  0.0  0.0  0.0
1          34.2   3.0  0.0  0.0  0.0
2           0.9   0.1  0.0  0.0  0.0
3           0.2   0.0  0.0  0.0  0.0
5           1.1   0.0  0.0  0.0  0.0
6           3.1  20.5  1.2  0.1  0.1
7           0.0   0.4  0.0  0.0  0.0
8           0.0   0.3  0.0  0.0  0.0
9           0.0   1.1  0.4  0.0  0.0
10          0.0   0.4  0.0  0.0  0.0
11          0.1   7.6  0.9  0.0  0.0
12          0.1   1.7  0.0  0.0  0.0
13          0.0   0.2  0.0  0.0  0.0
14          0.0   1.0  0.1  0.0  0.0
16          0.0   0.2  0.0  0.0  0.0
17          0.0   1.6  0.3  0.0  0.0

Logistic Regression Average Confusion Matrix (PCA):
Predicted     1     6
Actual               
0           0.3   0.0
1          35.3   1.9
2           1.0   0.0
3           0.2   0.0
5           1.1   0.0
6           4.3  20.7
7           0.0   0.4
8           0.0   0.3
9           0.0   1.5
10          0.1   0.3
11          0.1   8.5
12          0.1   1.7
13          0.1   0.1
14          0.4   0.7
16          0.0   0.2
17          0.1   1.8

Support Vector Machine Average Confusion Matrix (PCA):
Predicted     1     6
Actual               
0           0.2   0.1
1          34.2   3.0
2           1.0   0.0
3           0.2   0.0
5           1.1   0.0
6           3.1  21.9
7           0.0   0.4
8           0.0   0.3
9           0.0   1.5
10          0.0   0.4
11          0.0   8.6
12          0.1   1.7
13          0.0   0.2
14          0.4   0.7
16          0.0   0.2
17          0.1   1.8

Random Forest Average Confusion Matrix (Research Features):
Predicted    1     6    10   11
Actual                         
0           0.3   0.0  0.0  0.0
1          32.6   4.3  0.0  0.3
2           0.8   0.2  0.0  0.0
3           0.1   0.1  0.0  0.0
5           1.1   0.0  0.0  0.0
6           5.7  17.9  0.1  1.3
7           0.1   0.2  0.0  0.1
8           0.0   0.3  0.0  0.0
9           0.3   1.2  0.0  0.0
10          0.0   0.1  0.0  0.3
11          1.3   6.8  0.0  0.5
12          0.4   1.3  0.0  0.1
13          0.1   0.1  0.0  0.0
14          0.1   1.0  0.0  0.0
16          0.1   0.1  0.0  0.0
17          0.3   1.4  0.0  0.2

Logistic Regression Average Confusion Matrix (Research Features):
Predicted     1     6
Actual               
0           0.3   0.0
1          33.6   3.6
2           1.0   0.0
3           0.2   0.0
5           1.1   0.0
6           7.4  17.6
7           0.1   0.3
8           0.1   0.2
9           0.3   1.2
10          0.0   0.4
11          2.2   6.4
12          0.5   1.3
13          0.1   0.1
14          0.3   0.8
16          0.0   0.2
17          0.3   1.6

Support Vector Machine Average Confusion Matrix (Research Features):
Predicted     1     6
Actual               
0           0.2   0.1
1          31.7   5.5
2           0.8   0.2
3           0.1   0.1
5           1.1   0.0
6           5.9  19.1
7           0.1   0.3
8           0.0   0.3
9           0.3   1.2
10          0.0   0.4
11          1.3   7.3
12          0.3   1.5
13          0.0   0.2
14          0.1   1.0
16          0.0   0.2
17          0.1   1.8

6.3. Feature Importances and Coefficients¶

In [1430]:
# Function that displays a bar chart of the feature importances for a given model
def plotFeatureImportances(ax: Axes, results, name: str = 'Feature Importances', showYLabels: bool = False) -> None:
    # All plots will have a tile even if they are empty
    ax.set_title(name)

    # Checking if the model has supported for feature importances
    importances: list[float] | None = results['average_feature_importance']
    if importances is not None and not importances.empty:
        # Retrieving the unique column name for sorting
        columnName: str = importances.columns[0] if not importances.empty else 'Importance'

        # Sorting the importances by the specified column name
        importances = importances.sort_values(by=columnName, ascending=True, key=lambda x: abs(x))

        # Plotting the feature importances using the internal pandas plotting function
        importances.plot(kind='barh', ax=ax, color='skyblue')
       
        # Specificly setting the x-axis label to the column name
        ax.set_xlabel(columnName)

        # Used for fine control and less redundant labels
        if showYLabels:
            ax.set_ylabel('Features')
    else:
        # Schowing a message if there are no feature importances available
        ax.text(0.5, 0.5, 'No feature importances available', horizontalalignment='center', verticalalignment='center', fontsize=12)

        # Hiding the x and y axis ticks for the empty plot
        ax.set_xticks([])
        ax.set_yticks([])


# Function to plot feature importances for different models in a subplot
def plotConfusionImportancesSubPlot(importances: dict[str, dict], kind: str):
    # Creating a subplot figure with 3 columns for each model's feature importances
    fig, ax = plt.subplots(1, 3, figsize=(18, 6))

    # Title for the entire figure
    fig.suptitle(f'Feature Importances and Coefficients for Different Models ({kind})', fontsize=16)

    # Plotting each feature importance in its respective subplot
    for i, (modelName, results) in enumerate(importances.items()):
        plotFeatureImportances(ax[i], results, modelName, showYLabels=(i == 0))

    plt.tight_layout()
    plt.show()

# Plotting the feature importances for the feature reduction method
plotConfusionImportancesSubPlot(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')

# Plotting the feature importances for the PCA method
plotConfusionImportancesSubPlot(createDictForModels(
        rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')

# Plotting the feature importances for the research features method
plotConfusionImportancesSubPlot(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')

# printing the feature importances for feature reduction, PCA, and research features
def printAverageFeatureImportances(importances: dict[str, dict], kind: str) -> None:
    for modelName, results in importances.items():
        print(f"\n{modelName} Average Feature Importances ({kind}):")
        if results['average_feature_importance'] is not None:
            print(results['average_feature_importance'])
        else:
            print("No feature importances available")

# Printing the average feature importances for feature reduction, PCA, and research features
printAverageFeatureImportances(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printAverageFeatureImportances(createDictForModels(
    rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printAverageFeatureImportances(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
No description has been provided for this image
No description has been provided for this image
No description has been provided for this image
Random Forest Average Feature Importances (Feature Reduction):
                           Importance
AC004982.2_tpm_unstranded    0.099478
AC010168.1_tpm_unstranded    0.116679
AC104667.2_tpm_unstranded    0.080082
AL512363.1_tpm_unstranded    0.155131
KRT7-AS_tpm_unstranded       0.094600
LINC00482_tpm_unstranded     0.078574
LINC00885_tpm_unstranded     0.089368
LINC01503_tpm_unstranded     0.122583
LINC02478_tpm_unstranded     0.070992
Z98257.1_tpm_unstranded      0.092512

Logistic Regression Average Feature Importances (Feature Reduction):
                           Coefficient
AC004982.2_tpm_unstranded    -0.025508
AC010168.1_tpm_unstranded     0.016228
AC104667.2_tpm_unstranded    -0.021644
AL512363.1_tpm_unstranded     0.029779
KRT7-AS_tpm_unstranded       -0.027341
LINC00482_tpm_unstranded     -0.005208
LINC00885_tpm_unstranded      0.017176
LINC01503_tpm_unstranded      0.024123
LINC02478_tpm_unstranded     -0.007035
Z98257.1_tpm_unstranded      -0.021591

Support Vector Machine Average Feature Importances (Feature Reduction):
                           Coefficient
AC004982.2_tpm_unstranded    -0.001211
AC010168.1_tpm_unstranded    -0.002462
AC104667.2_tpm_unstranded    -0.004452
AL512363.1_tpm_unstranded     0.000978
KRT7-AS_tpm_unstranded       -0.000785
LINC00482_tpm_unstranded      0.002623
LINC00885_tpm_unstranded     -0.001452
LINC01503_tpm_unstranded      0.001471
LINC02478_tpm_unstranded      0.003334
Z98257.1_tpm_unstranded      -0.000651

Random Forest Average Feature Importances (PCA):
      Importance
PC1     0.068043
PC10    0.064611
PC2     0.302041
PC3     0.088602
PC4     0.113435
PC5     0.065473
PC6     0.075759
PC7     0.078020
PC8     0.068974
PC9     0.075041

Logistic Regression Average Feature Importances (PCA):
      Coefficient
PC1      0.002324
PC10    -0.001536
PC2      0.025090
PC3      0.004869
PC4      0.011953
PC5      0.017495
PC6      0.016718
PC7     -0.002567
PC8      0.008243
PC9      0.012427

Support Vector Machine Average Feature Importances (PCA):
      Coefficient
PC1     -0.001215
PC10     0.002596
PC2      0.000215
PC3     -0.003515
PC4      0.000519
PC5      0.002268
PC6      0.002159
PC7     -0.000253
PC8     -0.001854
PC9      0.004136

Random Forest Average Feature Importances (Research Features):
                           Importance
AC068228.1_tpm_unstranded    0.114528
AL606489.1_tpm_unstranded    0.166185
HOXA11-AS_tpm_unstranded     0.137251
LINC01843_tpm_unstranded     0.127977
MALAT1_tpm_unstranded        0.114018
MIR22HG_tpm_unstranded       0.098425
SATB2-AS1_tpm_unstranded     0.105864
SNHG1_tpm_unstranded         0.135752

Logistic Regression Average Feature Importances (Research Features):
                           Coefficient
AC068228.1_tpm_unstranded    -0.008738
AL606489.1_tpm_unstranded    -0.005675
HOXA11-AS_tpm_unstranded     -0.000281
LINC01843_tpm_unstranded     -0.018344
MALAT1_tpm_unstranded         0.005288
MIR22HG_tpm_unstranded       -0.007561
SATB2-AS1_tpm_unstranded      0.013076
SNHG1_tpm_unstranded          0.006128

Support Vector Machine Average Feature Importances (Research Features):
                           Coefficient
AC068228.1_tpm_unstranded     0.000032
AL606489.1_tpm_unstranded     0.000081
HOXA11-AS_tpm_unstranded      0.000002
LINC01843_tpm_unstranded     -0.000239
MALAT1_tpm_unstranded         0.000025
MIR22HG_tpm_unstranded        0.000008
SATB2-AS1_tpm_unstranded     -0.000005
SNHG1_tpm_unstranded         -0.000105

6.4. Roc Curves (AUC)¶

In [1431]:
def plotRocCurve(ax: Axes, results: dict[str: object], name: str = 'ROC Curve', showYLabel: bool = False) -> None:
    from sklearn.metrics import auc
    import numpy as np

    # Keeping track of the tprs and aucs for plotting the mean ROC curve
    tprs: list = []
    aucs: list = []
    baseFpr = np.linspace(0, 1, 100)

    # Retrieving the ROC curves from the results dictionary    
    rocCurves: list = results['roc_curves']

    if len(rocCurves) == 0:
        print(f"No ROC curves available for {name}.")
        return

    # Looping through each ROC curve to plot it
    for i, (fpr, tpr, _) in enumerate(rocCurves):
        # Calculatiing the area under the curve (AUC) for statistical analysis
        aucValue: float = auc(fpr, tpr)

        # Plotting each ROC curve
        ax.plot(fpr, tpr, lw=1, alpha=0.3 if len(rocCurves) > 1 else 1, label=f'ROC fold {i + 1} ({aucValue:.2f})')

        # Calculating the AUC for each ROC curve
        aucs.append(aucValue)
        tprInterp = np.interp(baseFpr, fpr, tpr)
        tprInterp[0] = 0.0
        tprs.append(tprInterp)  
    
    # Calculating the average ROC curve and AUC
    meanTpr: list = np.mean(tprs, axis=0)
    meanTpr[-1] = 1.0
    meanAuc: float = auc(baseFpr, meanTpr)
    stdUuc: float = np.std(aucs)

    # Plotting the average ROC curve
    if len(tprs) > 1:
        ax.plot(baseFpr, meanTpr, color="b", label=r"Mean ROC (AUC = %0.2f $\pm$ %0.2f)" % (meanAuc, stdUuc), lw=2, alpha=0.8)

    # Plotting the example random guessing line
    ax.plot([0, 1], [0, 1], 'k--', label='Random Guessing')
    ax.set_xlabel('False Positive Rate')

    # Used for fine control and less redundant labels
    if showYLabel:
        ax.set_ylabel('True Positive Rate')

    # Setting the x and y and placing the legend on an empty part of the plot    
    ax.set_title(name)
    ax.legend(loc='lower right')

# Function to plot ROC curves for different models in a subplot
def plotRocCurvesSubPlot(curves: dict[str, dict], kind: str):
    # Creating a subplot figure with 3 columns for each model's ROC curve
    fig, ax = plt.subplots(1, 3, figsize=(18, 6))

    # Title for the entire figure
    fig.suptitle(f'ROC Curves for Different Models ({kind})', fontsize=16)

    # Plotting each ROC curve in its respective subplot
    for i, (modelName, results) in enumerate(curves.items()):
        plotRocCurve(ax[i], results, modelName)

    plt.tight_layout()
    plt.show()

# Plotting the ROC curves for the feature reduction method
plotRocCurvesSubPlot(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')

# Plotting the ROC curves for the PCA method
plotRocCurvesSubPlot(createDictForModels(
        rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')

# Plotting the ROC curves for the research features method
plotRocCurvesSubPlot(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')

# Printing auc values for each model in a readable format
def printAucValues(curves: dict[str, dict], kind: str) -> None:
    from sklearn.metrics import auc
    for modelName, results in curves.items():
        if len(results['roc_curves']) > 0:
            aucs: list = [auc(fpr, tpr) for fpr, tpr, _ in results['roc_curves']]
            print(f"\n{modelName} AUC Values ({kind}): {aucs}")
        else:
            print(f"\n{modelName} has no ROC curves available ({kind}).")
No ROC curves available for Random Forest.
No ROC curves available for Logistic Regression.
No ROC curves available for Support Vector Machine.
No description has been provided for this image
No ROC curves available for Random Forest.
No ROC curves available for Logistic Regression.
No ROC curves available for Support Vector Machine.
No description has been provided for this image
No ROC curves available for Random Forest.
No ROC curves available for Logistic Regression.
No ROC curves available for Support Vector Machine.
No description has been provided for this image

6.5. Classification Reports¶

In [1432]:
def plotClassificationReport(ax: Axes, results, name: str = 'Classification Report', showYLabels: bool = False) -> None:
    import pandas as pd

    # This flattens the report into a DataFrame for easy plotting
    reportDataFrame: pd.DataFrame = pd.DataFrame(results['average_classification_report']).T

    # Keep only the desired metrics (ignore 'support')
    plotDataFrame: pd.DataFrame = reportDataFrame.drop(columns=['support'], errors='ignore')

    # Capitalizing each column name and appending the mean value for each class
    plotDataFrame.columns = [f"{column.capitalize()} ({plotDataFrame[column].mean():.2f})" for column in plotDataFrame.columns]

    # Plot using built-in pandas plotting function
    plotDataFrame.plot(kind='bar', colormap='viridis', ax=ax)
    ax.set_title(name)

    # Used for fine control and less redundant labels
    if showYLabels:
        ax.set_ylabel('Score')

    # Setting the y scale to be between 0 and 1 to match the classification report scores
    ax.set_ylim(0, 1)

    # Setting the grid to be vertical for better readability
    ax.grid(axis='y')

    # Adding text labels on top of the bars
    for p in ax.patches:
        ax.annotate(f'{p.get_height():.2f}', (p.get_x() + p.get_width() / 2., p.get_height()), 
                    ha='center', va='bottom', fontsize=10, color='black')

    # Setting the x-ticks to show the the category names using the categoryNameMap
    ax.set_xticklabels([categoryNameMap.get(int(label), label) for label in plotDataFrame.index], rotation=45, ha='right')


# Function to plot classification reports for different models in a subplot
def plotClassificationReportsSubPlot(reports: dict[str, dict], kind: str):
    # Creating a subplot figure with 3 columns for each model's ROC curve
    fig, ax = plt.subplots(1, 3, figsize=(18, 6))

    # Title for the entire figure
    fig.suptitle(f'Classification Reports for Different Models ({kind})', fontsize=16)

    # Plotting ech classification report in its respective subplot
    for i, (modelName, results) in enumerate(reports.items()):
        plotClassificationReport(ax[i], results, modelName, showYLabels=(i == 0))

    plt.tight_layout()
    plt.show()

# Plotting the classification reports for the feature reduction method
plotClassificationReportsSubPlot(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')

# Plotting the classification reports for the PCA method
plotClassificationReportsSubPlot(createDictForModels(
        rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')

# Plotting the classification reports for the research features method
plotClassificationReportsSubPlot(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')

# Function to print the classification reports for each model in a readable format
def printClassificationReports(reports: dict[str, dict], kind: str) -> None:
    for modelName, results in reports.items():
        print(f"\n{modelName} Average Classification Report ({kind}):")
        print(pd.DataFrame(results['average_classification_report']).T)

# Printing the classification reports for feature reduction, PCA, and research features
printClassificationReports(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')
printClassificationReports(createDictForModels(
    rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')
printClassificationReports(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')        
No description has been provided for this image
No description has been provided for this image
No description has been provided for this image
Random Forest Average Classification Report (Feature Reduction):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.892248   0.863107  0.924609
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.116597   0.275000  0.080556
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.668422   0.551423  0.852000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Logistic Regression Average Classification Report (Feature Reduction):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.877003   0.867898  0.889403
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.668455   0.529985  0.908000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Support Vector Machine Average Classification Report (Feature Reduction):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.878357   0.889202  0.870626
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.674827   0.527140  0.940000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Random Forest Average Classification Report (PCA):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.887081   0.858470  0.919132
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.144103   0.298333  0.104167
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.648517   0.537109  0.820000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Logistic Regression Average Classification Report (PCA):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.879277   0.819855  0.948862
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.655581   0.543079  0.828000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Support Vector Machine Average Classification Report (PCA):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.881369   0.849659  0.919061
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.665335   0.537738  0.876000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Random Forest Average Classification Report (Research Features):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.809936   0.754544  0.876174
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.085530   0.180952  0.058333
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.595087   0.512233  0.716000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Logistic Regression Average Classification Report (Research Features):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.793412   0.709792  0.902987
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.600176   0.526190  0.704000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

Support Vector Machine Average Classification Report (Research Features):
    support  f1-score  precision    recall
0       1.0  0.000000   0.000000  0.000000
1      37.2  0.799436   0.755016  0.851849
10      1.0  0.000000   0.000000  0.000000
11      8.6  0.000000   0.000000  0.000000
12      1.8  0.000000   0.000000  0.000000
13      1.0  0.000000   0.000000  0.000000
14      1.1  0.000000   0.000000  0.000000
16      1.0  0.000000   0.000000  0.000000
17      1.9  0.000000   0.000000  0.000000
2       1.0  0.000000   0.000000  0.000000
3       1.0  0.000000   0.000000  0.000000
5       1.1  0.000000   0.000000  0.000000
6      25.0  0.595890   0.489714  0.764000
7       1.0  0.000000   0.000000  0.000000
8       1.0  0.000000   0.000000  0.000000
9       1.5  0.000000   0.000000  0.000000

6.6. SHAP Visualizations¶

In [1433]:
# Function to plot SHAP values into a given Axes
def plotShapValues( results, name: str = 'SHAP Values') -> None:
    # Verifying that the model has SHAP values available
    avarageShap = results['average_shap_values']
    if avarageShap is None:
        return
    
    # Retrieving the SHAP values and the corresponding test set
    shapValues, X_test = avarageShap

    # Checking if the shap values only support a bar plot type
    if isinstance(shapValues, shap._explanation.Explanation):
        plotType: str = 'bar'
    else:
        # Defaulting to a dot plot type if not specified
        plotType: str = 'dot'
  
    # Plotting the shap values into a dot plot
    shap.summary_plot(shapValues, X_test, plot_type=plotType, plot_size=None, show=False)

    # Styling the plots to match in size and appearance
    plt.gcf().set_size_inches(10, 5)
    plt.title(name)
    plt.tight_layout()
    plt.show()

# Function to plot SHAP values for different models in a subplot
def plotShapValuesPlots(shapResults: dict[str, dict], kind: str):
    print(f"\nSHAP Values for {kind}:")
    # Plotting each SHAP value in its respective subplot
    for modelName, results in shapResults.items():
        plotShapValues(results, modelName)

# Plotting SHAP values for feature reduction
plotShapValuesPlots(createDictForModels(
    rfReductionResults, logRegReductionResults, svmReductionResults), 'Feature Reduction')

# Plotting SHAP values for PCA
plotShapValuesPlots(createDictForModels(
        rfPCAResults, logRegPCAResults, svmPCAResults), 'PCA')

# Plotting SHAP values for research features
plotShapValuesPlots(createDictForModels(
    rfResearchResults, logRegResearchResults, svmResearchResults), 'Research Features')
SHAP Values for Feature Reduction:
No description has been provided for this image
No description has been provided for this image
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  pl.tight_layout()
C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  plt.tight_layout()
No description has been provided for this image
SHAP Values for PCA:
No description has been provided for this image
No description has been provided for this image
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  pl.tight_layout()
C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  plt.tight_layout()
No description has been provided for this image
SHAP Values for Research Features:
No description has been provided for this image
No description has been provided for this image
c:\Users\wasda\AppData\Local\Programs\Python\Python310\lib\site-packages\shap\plots\_beeswarm.py:1153: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  pl.tight_layout()
C:\Users\wasda\AppData\Local\Temp\ipykernel_27824\3049251755.py:24: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.
  plt.tight_layout()
No description has been provided for this image